F1 Layout

Map indicates the layout of the F1 generation resulting from a cross between EC201 and EC103 parents. Column 1 is approximately lengthways facing north.

“Map of F1 Trees”

“Map of F1 Trees”

Height Diagram

Diagram indicates the areas of leaf collection regarding height. Each Tree generally had 10 leaves collected (some trees have been sampled more than once), leaves were selected from low, mid and high points of the tree. The first leaf sampled from each tree was measured twice for replication comparison.

“Diagram of leaf collection levels”

“Diagram of leaf collection levels”

Import and Arrange Data

“Full.xlsx”, sheet “Full” contains measurement information from sampling with the Dualex (https://www.force-a.com/en/capteurs-optiques-optical-sensors/dualex-scientific-chlorophyll-meter/), including;

  • Surface content of chlorophyll in \(g/cm^2\) (Chl)

  • Epidermal Flavoid content in absorbance units; Flavonol(Flav) and Anthocyanin(Anth)

  • Nitrogen Balance Index status is calculated using Chlorophyll and Flavonol values automatically (NBI)

It also contains information about the block position, the leaf height information, and presense or absence of flowering

Sheet “Dup” contains only the replicated samples

# Import Data Measures
Data <-read.xlsx("Full.xlsx", sheetName ="Full")
head(Data)
##   Collection.Day Allocation Block Column Row group Group.ID Tree.ID Rep.
## 1              4         CG     0      0   0    20       OG      CG    N
## 2              4         CG     0      0   0    20       OG      CG    N
## 3              4         CG     0      0   0    20       OG      CG    N
## 4              4         CG     0      0   0    20       OG      CG    N
## 5              4         CG     0      0   0    20       OG      CG    N
## 6              4         CG     0      0   0    20       OG      CG    N
##   measure Height Flower    Chl  Flav  Anth   NBI
## 1       9      H      Y 28.220 2.418 0.205 11.67
## 2       3      L      Y 27.958 2.298 0.691 12.17
## 3      11      H      Y 33.727 2.458 0.527 13.72
## 4       4      L      Y 25.938 1.758 0.172 14.76
## 5      10      H      Y 36.205 2.283 0.270 15.86
## 6       6      M      Y 34.332 2.115 0.150 16.23
Data$Column = as.factor(Data$Column)
Data$Row = as.factor(Data$Row)

# Import Replicate Data
Dup <-read.xlsx("Full.xlsx", sheetName ="Dup")
head(Dup)
##   Collection.Day group Group.ID Tree.ID Rep. measure Height   Chl  Flav
## 1            2.0    23       60   IN4DV   Y1       1      L 1.916 2.363
## 2            1.5     3        1   IN4BT   Y1       1      L 3.124 2.300
## 3            2.0    17       54   IN4DL   Y2       2      L 3.414 1.826
## 4            1.5    32       28   IN4CP   Y2       2      L 4.097 1.943
## 5            2.0     9       46   IN4DC   Y1       1      L 4.909 1.928
## 6            1.5     5        3   IN4BW   Y1       1      L 4.924 1.848
##    Anth  NBI
## 1 0.174 0.81
## 2 0.191 1.36
## 3 0.112 1.87
## 4 0.051 2.11
## 5 0.103 2.55
## 6 0.165 2.66
#Isolate Crimson Glory Outgroup
CG = Data[c(1:11),]

#Isolate East Cape 201 Parent
EC201 = Data[c(12:21),]

#Isolate East Cape 103 Parent
EC103 = Data[c(22:33),]

#Isolate Offspring from the Parental Cross
F1 = Data[c(34:1825),]

Replicate Analysis

Replicates were taken by re-measuring a single leaf sample taken from each tree, this was to help establish the consistency of measurements given by the Dualex to help verify measurement accuracy.

Replicate Data Overview

##                Min.     1st Qu.      Median        Mean     3rd Qu.
## RepAnth  0.00100000  0.06500000  0.09850000  0.09799367  0.12525000
## RepChl   1.91600000 25.82475000 36.02700000 35.76269937 46.61000000
## RepFlav  1.05600000  1.76775000  1.99400000  1.96720570  2.19725000
## RepNBI   0.81000000 12.70250000 18.19000000 18.73398734 24.45750000
##                Max.
## RepAnth  0.25400000
## RepChl  59.67400000
## RepFlav  2.71400000
## RepNBI  43.49000000

Replicate Group means

## # A tibble: 2 x 5
##   Rep.    Anth   Chl  Flav   NBI
##   <fct>  <dbl> <dbl> <dbl> <dbl>
## 1 Y1    0.0983  34.9  1.98  18.2
## 2 Y2    0.0977  36.6  1.95  19.2

Anthocyanin Replicate Plots

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Chlorphyll Replicate Plots

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Flavonol Replicate Plots

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Nitrogen Balance Replicate Plots

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

There is no statistically significant differences between the two groups of measurements, this is a good sign indicative of the accuracy of the Dualex.

ANOVA of Replicates

  • Anothcyanin
## Analysis of Variance Table
## 
## Response: Dup$Anth
##            Df  Sum Sq   Mean Sq F value Pr(>F)
## Dup$Rep.    1 0.00003 0.0000304  0.0151 0.9023
## Residuals 314 0.63303 0.0020160
## 
## Call:
## lm(formula = Dup$Anth ~ Dup$Rep.)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.097302 -0.032682  0.000818  0.027568  0.156318 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  0.0983019  0.0035608  27.607   <2e-16 ***
## Dup$Rep.Y2  -0.0006204  0.0050518  -0.123    0.902    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.0449 on 314 degrees of freedom
## Multiple R-squared:  4.802e-05,  Adjusted R-squared:  -0.003137 
## F-statistic: 0.01508 on 1 and 314 DF,  p-value: 0.9023
  • Chlorophyll
## Analysis of Variance Table
## 
## Response: Dup$Chl
##            Df Sum Sq Mean Sq F value Pr(>F)
## Dup$Rep.    1    218  218.33   1.033 0.3102
## Residuals 314  66366  211.36
## 
## Call:
## lm(formula = Dup$Chl ~ Dup$Rep.)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -33.185  -9.724   0.252  10.891  24.737 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   34.937      1.153  30.302   <2e-16 ***
## Dup$Rep.Y2     1.662      1.636   1.016     0.31    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 14.54 on 314 degrees of freedom
## Multiple R-squared:  0.003279,   Adjusted R-squared:  0.0001048 
## F-statistic: 1.033 on 1 and 314 DF,  p-value: 0.3102
  • Flavonol
## Analysis of Variance Table
## 
## Response: Dup$Flav
##            Df  Sum Sq  Mean Sq F value Pr(>F)
## Dup$Rep.    1  0.0521 0.052129  0.6506 0.4205
## Residuals 314 25.1596 0.080126
## 
## Call:
## lm(formula = Dup$Flav ~ Dup$Rep.)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.89828 -0.19930  0.01538  0.23197  0.73403 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  1.97997    0.02245  88.200   <2e-16 ***
## Dup$Rep.Y2  -0.02569    0.03185  -0.807    0.421    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2831 on 314 degrees of freedom
## Multiple R-squared:  0.002068,   Adjusted R-squared:  -0.00111 
## F-statistic: 0.6506 on 1 and 314 DF,  p-value: 0.4205
  • Nitrogen
## Analysis of Variance Table
## 
## Response: Dup$NBI
##            Df  Sum Sq Mean Sq F value Pr(>F)
## Dup$Rep.    1    82.5  82.530   1.115 0.2918
## Residuals 314 23241.0  74.016
## 
## Call:
## lm(formula = Dup$NBI ~ Dup$Rep.)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -17.4162  -5.9683  -0.7512   5.5938  24.2417 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  18.2262     0.6823  26.714   <2e-16 ***
## Dup$Rep.Y2    1.0221     0.9680   1.056    0.292    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.603 on 314 degrees of freedom
## Multiple R-squared:  0.003538,   Adjusted R-squared:  0.000365 
## F-statistic: 1.115 on 1 and 314 DF,  p-value: 0.2918

The absence of statistically significant results indicates that our replicates are likely to be consistent.

Allocation Analysis

Allocation refers to which group measurements were taken from, i.e. A Parental Tree (EC103 or EC201), Outgroup Tree (CG), Parental Offspring (F1)

Allocation Data Overview

##                Min.     1st Qu.      Median        Mean     3rd Qu.
## AllAnth  0.00100000  0.06800000  0.09600000  0.09772877  0.12400000
## AllChl   0.13000000 24.10200000 36.21000000 35.21443342 46.82300000
## AllFlav  1.05600000  1.80600000  1.97800000  1.96440493  2.12800000
## AllNBI   0.07000000 12.14000000 18.64000000 18.34807123 24.44000000
##                Max.
## AllAnth  0.69100000
## AllChl  59.90500000
## AllFlav  2.86100000
## AllNBI  49.17000000

Allocation Group Means

## # A tibble: 4 x 5
##   Allocation   Anth   Chl  Flav   NBI
##   <fct>       <dbl> <dbl> <dbl> <dbl>
## 1 CG         0.258   36.0  2.17  16.7
## 2 EC103      0.0588  52.6  1.60  33.1
## 3 EC201      0.0779  52.6  1.71  31.7
## 4 F1         0.0971  35.0  1.97  18.2

Boxplots Comparing Mean, Median and Measurement Distributions of the Allocation Groups

Allocation ANOVAs

  • Anthocyanin
## Analysis of Variance Table
## 
## Response: Data$Anth
##                   Df Sum Sq  Mean Sq F value    Pr(>F)    
## Data$Allocation    3 0.3040 0.101343  47.474 < 2.2e-16 ***
## Residuals       1821 3.8873 0.002135                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Data$Anth ~ Data$Allocation)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.15064 -0.02912 -0.00112  0.02688  0.43336 
## 
## Coefficients:
##                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           0.25764    0.01393  18.494   <2e-16 ***
## Data$AllocationEC103 -0.19880    0.01929 -10.308   <2e-16 ***
## Data$AllocationEC201 -0.17974    0.02019  -8.903   <2e-16 ***
## Data$AllocationF1    -0.16052    0.01397 -11.487   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.0462 on 1821 degrees of freedom
## Multiple R-squared:  0.07254,    Adjusted R-squared:  0.07101 
## F-statistic: 47.47 on 3 and 1821 DF,  p-value: < 2.2e-16
  • Chlorophyll
## Analysis of Variance Table
## 
## Response: Data$Chl
##                   Df Sum Sq Mean Sq F value    Pr(>F)    
## Data$Allocation    3   6742 2247.21  9.9149 1.748e-06 ***
## Residuals       1821 412728  226.65                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Data$Chl ~ Data$Allocation)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -34.866 -10.918   1.121  11.493  24.909 
## 
## Coefficients:
##                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)            36.028      4.539   7.937 3.58e-15 ***
## Data$AllocationEC103   16.564      6.284   2.636  0.00847 ** 
## Data$AllocationEC201   16.578      6.578   2.520  0.01181 *  
## Data$AllocationF1      -1.032      4.553  -0.227  0.82066    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 15.05 on 1821 degrees of freedom
## Multiple R-squared:  0.01607,    Adjusted R-squared:  0.01445 
## F-statistic: 9.915 on 3 and 1821 DF,  p-value: 1.748e-06
  • Flavonol
## Analysis of Variance Table
## 
## Response: Data$Flav
##                   Df  Sum Sq Mean Sq F value    Pr(>F)    
## Data$Allocation    3   2.713 0.90423  14.755 1.708e-09 ***
## Residuals       1821 111.598 0.06128                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Data$Flav ~ Data$Allocation)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -0.9110 -0.1568  0.0110  0.1610  0.8940 
## 
## Coefficients:
##                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           2.16945    0.07464  29.065  < 2e-16 ***
## Data$AllocationEC103 -0.56962    0.10334  -5.512 4.05e-08 ***
## Data$AllocationEC201 -0.45865    0.10816  -4.240 2.34e-05 ***
## Data$AllocationF1    -0.20245    0.07487  -2.704  0.00691 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2476 on 1821 degrees of freedom
## Multiple R-squared:  0.02373,    Adjusted R-squared:  0.02212 
## F-statistic: 14.75 on 3 and 1821 DF,  p-value: 1.708e-09
  • Nitrogen
## Analysis of Variance Table
## 
## Response: Data$Chl
##                   Df Sum Sq Mean Sq F value    Pr(>F)    
## Data$Allocation    3   6742 2247.21  9.9149 1.748e-06 ***
## Residuals       1821 412728  226.65                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Data$NBI ~ Data$Allocation)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -18.1144  -6.1044   0.3556   6.0656  30.9856 
## 
## Coefficients:
##                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)            16.739      2.540   6.591 5.72e-11 ***
## Data$AllocationEC103   16.404      3.516   4.665 3.31e-06 ***
## Data$AllocationEC201   14.949      3.681   4.062 5.08e-05 ***
## Data$AllocationF1       1.445      2.548   0.567    0.571    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.424 on 1821 degrees of freedom
## Multiple R-squared:  0.03353,    Adjusted R-squared:  0.03194 
## F-statistic: 21.06 on 3 and 1821 DF,  p-value: 2.069e-13

F1 Samples (Approx 3 years) appear more similar to that of the Crimson Glory plant than either/both parents - this is possibly due to age effects as CG is likely more similar in this regard being shorter (No age confirmed). ANOVAs incidate there is significant differences between the allocations - this is to be expected.

Parent Tree Analysis

Parent Tree Data Overview

##              Min.   1st Qu.    Median      Mean   3rd Qu.      Max.
## ParAnth  0.004000  0.048250  0.058000  0.067500  0.086750  0.156000
## ParChl  30.722000 50.356750 55.739000 52.598909 57.794750 59.757000
## ParFlav  1.293000  1.475000  1.594000  1.650273  1.821000  2.138000
## ParNBI  14.370000 29.872500 34.025000 32.481818 35.892500 44.880000

Parent Tree Means

## # A tibble: 2 x 5
##   Tree.ID   Anth   Chl  Flav   NBI
##   <fct>    <dbl> <dbl> <dbl> <dbl>
## 1 EC103   0.0588  52.6  1.60  33.1
## 2 EC201   0.0779  52.6  1.71  31.7

Anthocyanin Parent Plots

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Chlorophyll Parent Plots

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Flavonol Parent Plots

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Nitrogen Parent Plots

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Parent t.tests

## 
##  Welch Two Sample t-test
## 
## data:  Parent$Anth by Parent$Tree.ID
## t = -1.2283, df = 19.107, p-value = 0.2342
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.05154327  0.01340994
## sample estimates:
## mean in group EC103 mean in group EC201 
##          0.05883333          0.07790000
## 
##  Welch Two Sample t-test
## 
## data:  Parent$Chl by Parent$Tree.ID
## t = -0.003842, df = 17.804, p-value = 0.997
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -7.830954  7.802387
## sample estimates:
## mean in group EC103 mean in group EC201 
##            52.59242            52.60670
## 
##  Welch Two Sample t-test
## 
## data:  Parent$Flav by Parent$Tree.ID
## t = -1.141, df = 19.612, p-value = 0.2676
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.31409194  0.09215861
## sample estimates:
## mean in group EC103 mean in group EC201 
##            1.599833            1.710800
## 
##  Welch Two Sample t-test
## 
## data:  Parent$NBI by Parent$Tree.ID
## t = 0.47573, df = 14.7, p-value = 0.6413
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -5.076667  7.987334
## sample estimates:
## mean in group EC103 mean in group EC201 
##            33.14333            31.68800

Interesting sample pattern here, Chl and NBI start low and work high, Flav does the opposite. Maybe accuracy of measurements?

Parental Cross Analysis (F1 Generation)

A Brief Look at Some Tree Data

## # A tibble: 6 x 5
##   Tree.ID   Chl   NBI   Anth  Flav
##   <fct>   <dbl> <dbl>  <dbl> <dbl>
## 1 IN4BT    34.5  16.2 0.110   2.17
## 2 IN4BV    27.5  13.8 0.121   2.01
## 3 IN4BW    24.8  12.5 0.127   1.99
## 4 IN4BX    37.6  18.4 0.0905  2.05
## 5 IN4BY    24.2  12.5 0.110   1.98
## 6 IN4BZ    32.0  15.6 0.106   2.09

Anthocyanin Overview

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## Analysis of Variance Table
## 
## Response: F1$Anth
##              Df Sum Sq   Mean Sq F value    Pr(>F)    
## F1$Tree.ID  158 0.5253 0.0033247  1.8093 2.001e-08 ***
## Residuals  1633 3.0007 0.0018376                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Chlorophyll Overview

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## Analysis of Variance Table
## 
## Response: F1$Chl
##              Df Sum Sq Mean Sq F value   Pr(>F)   
## F1$Tree.ID  158  47130  298.29  1.3395 0.004474 **
## Residuals  1633 363634  222.68                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Flavonol Overview

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## Analysis of Variance Table
## 
## Response: F1$Flav
##              Df Sum Sq Mean Sq F value    Pr(>F)    
## F1$Tree.ID  158 25.118 0.15897  3.0531 < 2.2e-16 ***
## Residuals  1633 85.030 0.05207                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Nitrogen Overview

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## Analysis of Variance Table
## 
## Response: F1$NBI
##              Df Sum Sq Mean Sq F value    Pr(>F)    
## F1$Tree.ID  158  16378 103.661  1.5147 8.435e-05 ***
## Residuals  1633 111761  68.439                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

A Closer Look at Invidual F1 Trees and Their Measurements

Msr = group_by(F1, Tree.ID, measure)
Msr = summarise(Msr, Anth = mean(Anth), Flav = mean(Flav), Chl = mean(Chl),NBI = mean(NBI))

#Select Random Column
#sample(1:4,10, replace = T)
#[1] 3 3 2 1 1 4 1 2 4 3

#Select Random Row
#sample(1:50,10, replace = T)
#[1] 34 37 44 20 44 47  9 19 22 40

IN4G5

IN4EP

IN4EY

IN4CD

IN4D8

IN4GV

IN4C2

IN4E3

IN4HK

IN4GC

F1 Height Analysis

## # A tibble: 3 x 5
##   Height   Anth   Chl  Flav   NBI
##   <fct>   <dbl> <dbl> <dbl> <dbl>
## 1 H      0.105   33.9  1.93  17.9
## 2 L      0.0968  35.6  1.98  18.5
## 3 M      0.0913  35.3  1.98  18.1

Height Measure Distributions

Anthocyanin

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Chlorophyll

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Flavonol

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Nitrogen

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## Analysis of Variance Table
## 
## Response: F1$Anth
##             Df Sum Sq   Mean Sq F value    Pr(>F)    
## F1$Height    2 0.0526 0.0262759  13.533 1.468e-06 ***
## Residuals 1789 3.4735 0.0019416                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Anth ~ F1$Height)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.10400 -0.02878 -0.00056  0.02666  0.37800 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  0.105002   0.001973  53.232  < 2e-16 ***
## F1$HeightL  -0.008225   0.002622  -3.137  0.00173 ** 
## F1$HeightM  -0.013666   0.002630  -5.197 2.26e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.04406 on 1789 degrees of freedom
## Multiple R-squared:  0.0149, Adjusted R-squared:  0.0138 
## F-statistic: 13.53 on 2 and 1789 DF,  p-value: 1.468e-06
## Analysis of Variance Table
## 
## Response: F1$Chl
##             Df Sum Sq Mean Sq F value Pr(>F)
## F1$Height    2    853  426.30  1.8605 0.1559
## Residuals 1789 409911  229.13
## 
## Call:
## lm(formula = F1$Chl ~ F1$Height)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -35.125 -11.129   1.178  11.731  25.998 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  33.9073     0.6776  50.038   <2e-16 ***
## F1$HeightL    1.6673     0.9006   1.851   0.0643 .  
## F1$HeightM    1.3481     0.9034   1.492   0.1358    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 15.14 on 1789 degrees of freedom
## Multiple R-squared:  0.002076,   Adjusted R-squared:  0.00096 
## F-statistic: 1.861 on 2 and 1789 DF,  p-value: 0.1559
## Analysis of Variance Table
## 
## Response: F1$Flav
##             Df  Sum Sq Mean Sq F value    Pr(>F)    
## F1$Height    2   0.915 0.45758  7.4943 0.0005739 ***
## Residuals 1789 109.232 0.06106                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Flav ~ F1$Height)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -0.9225 -0.1490  0.0170  0.1655  0.8775 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  1.93079    0.01106 174.548  < 2e-16 ***
## F1$HeightL   0.04770    0.01470   3.245  0.00120 ** 
## F1$HeightM   0.05272    0.01475   3.575  0.00036 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2471 on 1789 degrees of freedom
## Multiple R-squared:  0.008309,   Adjusted R-squared:  0.0072 
## F-statistic: 7.494 on 2 and 1789 DF,  p-value: 0.0005739
## Analysis of Variance Table
## 
## Response: F1$NBI
##             Df Sum Sq Mean Sq F value Pr(>F)
## F1$Height    2    100  50.044  0.6992 0.4971
## Residuals 1789 128039  71.570
## 
## Call:
## lm(formula = F1$NBI ~ F1$Height)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -18.0776  -6.1206   0.3474   6.0613  31.0224 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  17.8703     0.3787  47.186   <2e-16 ***
## F1$HeightL    0.5912     0.5034   1.175    0.240    
## F1$HeightM    0.2772     0.5049   0.549    0.583    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.46 on 1789 degrees of freedom
## Multiple R-squared:  0.0007811,  Adjusted R-squared:  -0.000336 
## F-statistic: 0.6992 on 2 and 1789 DF,  p-value: 0.4971

Height Analysis within Trees

## # A tibble: 6 x 6
## # Groups:   Height [1]
##   Height Tree.ID   Anth   Chl  Flav   NBI
##   <fct>  <fct>    <dbl> <dbl> <dbl> <dbl>
## 1 H      IN4BT   0.116   43.6  2.09 21.1 
## 2 H      IN4BV   0.104   28.1  1.93 14.7 
## 3 H      IN4BW   0.12    18.5  2.06  9.15
## 4 H      IN4BX   0.0875  43.2  2.13 20.3 
## 5 H      IN4BY   0.121   27.7  1.96 14.3 
## 6 H      IN4BZ   0.0817  39.1  2.10 18.5
## Analysis of Variance Table
## 
## Response: High$Anth
##            Df   Sum Sq   Mean Sq F value  Pr(>F)   
## Low$Anth    1 0.009644 0.0096440  10.431 0.00151 **
## Residuals 157 0.145162 0.0009246                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = High$Anth ~ Low$Anth)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.082724 -0.020196 -0.001244  0.020111  0.095669 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 0.075038   0.009659   7.769 9.67e-13 ***
## Low$Anth    0.312539   0.096773   3.230  0.00151 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.03041 on 157 degrees of freedom
## Multiple R-squared:  0.0623, Adjusted R-squared:  0.05632 
## F-statistic: 10.43 on 1 and 157 DF,  p-value: 0.00151
## Analysis of Variance Table
## 
## Response: High$Anth
##            Df   Sum Sq    Mean Sq F value Pr(>F)
## Mid$Anth    1 0.001607 0.00160739  1.6473 0.2012
## Residuals 157 0.153198 0.00097579
## 
## Call:
## lm(formula = High$Anth ~ Mid$Anth)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.080176 -0.019699 -0.001994  0.017792  0.120025 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  0.09193    0.01067   8.616 6.97e-15 ***
## Mid$Anth     0.14627    0.11397   1.283    0.201    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.03124 on 157 degrees of freedom
## Multiple R-squared:  0.01038,    Adjusted R-squared:  0.00408 
## F-statistic: 1.647 on 1 and 157 DF,  p-value: 0.2012
## Analysis of Variance Table
## 
## Response: Mid$Anth
##            Df   Sum Sq    Mean Sq F value  Pr(>F)  
## Low$Anth    1 0.002597 0.00259684  5.6212 0.01896 *
## Residuals 157 0.072529 0.00046197                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Mid$Anth ~ Low$Anth)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.074218 -0.012195 -0.000834  0.013593  0.058269 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 0.075378   0.006828  11.040   <2e-16 ***
## Low$Anth    0.162181   0.068404   2.371    0.019 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.02149 on 157 degrees of freedom
## Multiple R-squared:  0.03457,    Adjusted R-squared:  0.02842 
## F-statistic: 5.621 on 1 and 157 DF,  p-value: 0.01896
## Analysis of Variance Table
## 
## Response: High$Chl
##            Df  Sum Sq Mean Sq F value Pr(>F)
## Low$Chl     1    40.6  40.577  0.4215 0.5171
## Residuals 157 15112.7  96.259
## 
## Call:
## lm(formula = High$Chl ~ Low$Chl)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -24.4732  -6.5662   0.8979   6.6457  24.2522 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 36.03022    3.39455  10.614   <2e-16 ***
## Low$Chl     -0.05995    0.09234  -0.649    0.517    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.811 on 157 degrees of freedom
## Multiple R-squared:  0.002678,   Adjusted R-squared:  -0.003675 
## F-statistic: 0.4215 on 1 and 157 DF,  p-value: 0.5171
## Analysis of Variance Table
## 
## Response: High$Chl
##            Df  Sum Sq Mean Sq F value Pr(>F)
## Mid$Chl     1     6.5   6.517  0.0676 0.7953
## Residuals 157 15146.8  96.476
## 
## Call:
## lm(formula = High$Chl ~ Mid$Chl)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -24.3314  -6.5596   0.9516   7.1975  23.9071 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 34.75595    3.44048   10.10   <2e-16 ***
## Mid$Chl     -0.02468    0.09494   -0.26    0.795    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.822 on 157 degrees of freedom
## Multiple R-squared:  0.0004301,  Adjusted R-squared:  -0.005937 
## F-statistic: 0.06755 on 1 and 157 DF,  p-value: 0.7953
## Analysis of Variance Table
## 
## Response: Mid$Chl
##            Df  Sum Sq Mean Sq F value Pr(>F)
## Low$Chl     1    86.5  86.465  1.2786 0.2599
## Residuals 157 10617.2  67.625
## 
## Call:
## lm(formula = Mid$Chl ~ Low$Chl)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -20.2237  -4.2267   0.5812   5.1386  17.4487 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 32.16619    2.84521  11.305   <2e-16 ***
## Low$Chl      0.08752    0.07740   1.131     0.26    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.223 on 157 degrees of freedom
## Multiple R-squared:  0.008078,   Adjusted R-squared:  0.00176 
## F-statistic: 1.279 on 1 and 157 DF,  p-value: 0.2599
## Analysis of Variance Table
## 
## Response: High$Flav
##            Df  Sum Sq  Mean Sq F value   Pr(>F)   
## Low$Flav    1 0.15207 0.152067  7.9384 0.005462 **
## Residuals 157 3.00745 0.019156                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = High$Flav ~ Low$Flav)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.69197 -0.07612  0.01771  0.09061  0.31947 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  1.59267    0.11926  13.355  < 2e-16 ***
## Low$Flav     0.16916    0.06004   2.818  0.00546 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1384 on 157 degrees of freedom
## Multiple R-squared:  0.04813,    Adjusted R-squared:  0.04207 
## F-statistic: 7.938 on 1 and 157 DF,  p-value: 0.005462
## Analysis of Variance Table
## 
## Response: High$Flav
##            Df  Sum Sq Mean Sq F value    Pr(>F)    
## Mid$Flav    1 0.36919 0.36919  20.773 1.034e-05 ***
## Residuals 157 2.79032 0.01777                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = High$Flav ~ Mid$Flav)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.69325 -0.06998  0.01107  0.09397  0.33382 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  1.30244    0.13749   9.473  < 2e-16 ***
## Mid$Flav     0.31517    0.06915   4.558 1.03e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1333 on 157 degrees of freedom
## Multiple R-squared:  0.1169, Adjusted R-squared:  0.1112 
## F-statistic: 20.77 on 1 and 157 DF,  p-value: 1.034e-05
## Analysis of Variance Table
## 
## Response: Mid$Flav
##            Df Sum Sq Mean Sq F value    Pr(>F)    
## Low$Flav    1 0.5438 0.54376  26.906 6.506e-07 ***
## Residuals 157 3.1729 0.02021                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Mid$Flav ~ Low$Flav)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.42522 -0.08825  0.00511  0.08340  0.47765 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  1.34975    0.12249  11.019  < 2e-16 ***
## Low$Flav     0.31987    0.06167   5.187 6.51e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1422 on 157 degrees of freedom
## Multiple R-squared:  0.1463, Adjusted R-squared:  0.1409 
## F-statistic: 26.91 on 1 and 157 DF,  p-value: 6.506e-07
## Analysis of Variance Table
## 
## Response: High$NBI
##            Df Sum Sq Mean Sq F value Pr(>F)
## Low$NBI     1   12.2  12.156  0.4216 0.5171
## Residuals 157 4527.1  28.835
## 
## Call:
## lm(formula = High$NBI ~ Low$NBI)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -12.3802  -3.4352  -0.0889   3.7378  11.3144 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 18.88822    1.61024  11.730   <2e-16 ***
## Low$NBI     -0.05431    0.08365  -0.649    0.517    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.37 on 157 degrees of freedom
## Multiple R-squared:  0.002678,   Adjusted R-squared:  -0.003674 
## F-statistic: 0.4216 on 1 and 157 DF,  p-value: 0.5171
## Analysis of Variance Table
## 
## Response: High$NBI
##            Df Sum Sq Mean Sq F value Pr(>F)
## Mid$NBI     1    5.6  5.6094  0.1943   0.66
## Residuals 157 4533.7 28.8769
## 
## Call:
## lm(formula = High$NBI ~ Mid$NBI)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -12.1320  -3.5765   0.0304   4.0196  11.0499 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 18.61881    1.72974  10.764   <2e-16 ***
## Mid$NBI     -0.04062    0.09217  -0.441     0.66    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.374 on 157 degrees of freedom
## Multiple R-squared:  0.001236,   Adjusted R-squared:  -0.005126 
## F-statistic: 0.1943 on 1 and 157 DF,  p-value: 0.66
## Analysis of Variance Table
## 
## Response: Mid$NBI
##            Df Sum Sq Mean Sq F value  Pr(>F)  
## Low$NBI     1  106.0 105.990  5.0525 0.02598 *
## Residuals 157 3293.5  20.978                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Mid$NBI ~ Low$NBI)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -11.0884  -2.6169  -0.0763   2.5932  11.7726 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 15.21189    1.37343  11.076   <2e-16 ***
## Low$NBI      0.16038    0.07135   2.248    0.026 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.58 on 157 degrees of freedom
## Multiple R-squared:  0.03118,    Adjusted R-squared:  0.02501 
## F-statistic: 5.053 on 1 and 157 DF,  p-value: 0.02598

Row Analysis

Sample of Row Means

## # A tibble: 6 x 5
##   Row     Chl   NBI   Anth  Flav
##   <fct> <dbl> <dbl>  <dbl> <dbl>
## 1 1      35.6  17.3 0.107   2.09
## 2 10     30.5  15.7 0.112   1.98
## 3 11     29.9  15.0 0.112   2.04
## 4 12     34.6  18.7 0.0968  1.84
## 5 13     31.3  17.5 0.107   1.86
## 6 14     35.0  17.9 0.0888  1.98

Investigating Differences Between Rows with 2,3 and 4 Trees.

Summary of Rows with 2 Trees

##       Row         Chl             NBI             Anth       
##  17     :1   Min.   :32.13   Min.   :17.14   Min.   :0.1163  
##  0      :0   1st Qu.:32.13   1st Qu.:17.14   1st Qu.:0.1163  
##  1      :0   Median :32.13   Median :17.14   Median :0.1163  
##  10     :0   Mean   :32.13   Mean   :17.14   Mean   :0.1163  
##  11     :0   3rd Qu.:32.13   3rd Qu.:17.14   3rd Qu.:0.1163  
##  12     :0   Max.   :32.13   Max.   :17.14   Max.   :0.1163  
##  (Other):0                                                   
##       Flav      
##  Min.   :1.887  
##  1st Qu.:1.887  
##  Median :1.887  
##  Mean   :1.887  
##  3rd Qu.:1.887  
##  Max.   :1.887  
## 

Summary of Rows with 3 Trees

##       Row          Chl             NBI             Anth        
##  1      : 1   Min.   :29.19   Min.   :14.38   Min.   :0.07868  
##  10     : 1   1st Qu.:32.02   1st Qu.:16.44   1st Qu.:0.08535  
##  11     : 1   Median :34.38   Median :17.81   Median :0.09354  
##  14     : 1   Mean   :34.97   Mean   :18.12   Mean   :0.09677  
##  15     : 1   3rd Qu.:37.05   3rd Qu.:19.46   3rd Qu.:0.10917  
##  16     : 1   Max.   :43.89   Max.   :23.16   Max.   :0.12239  
##  (Other):33                                                    
##       Flav      
##  Min.   :1.820  
##  1st Qu.:1.931  
##  Median :1.974  
##  Mean   :1.973  
##  3rd Qu.:2.037  
##  Max.   :2.092  
## 

Summary of Rows with 4 Trees

##       Row         Chl             NBI             Anth        
##  12     :1   Min.   :31.33   Min.   :16.99   Min.   :0.08183  
##  13     :1   1st Qu.:34.20   1st Qu.:17.74   1st Qu.:0.09326  
##  23     :1   Median :35.08   Median :18.29   Median :0.09747  
##  32     :1   Mean   :35.09   Mean   :18.48   Mean   :0.09702  
##  41     :1   3rd Qu.:36.36   3rd Qu.:19.10   3rd Qu.:0.10265  
##  45     :1   Max.   :38.42   Max.   :20.71   Max.   :0.10721  
##  (Other):4                                                    
##       Flav      
##  Min.   :1.839  
##  1st Qu.:1.898  
##  Median :1.944  
##  Mean   :1.941  
##  3rd Qu.:1.995  
##  Max.   :2.032  
## 

Looking at Row Differences in Variance

## [1] 0.0001562666
## [1] 6.039853e-05
## [1] 14.76679
## [1] 4.10476
## [1] 0.004848629
## [1] 0.004125519
## [1] 5.602987
## [1] 1.155704

T.Tests to Compare Similarity Between Rows with 3 and Rows with 4 Trees.

## 
##  Welch Two Sample t-test
## 
## data:  R4$Anth and R3$Anth
## t = 0.081174, df = 22.551, p-value = 0.936
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.006306855  0.006821440
## sample estimates:
##  mean of x  mean of y 
## 0.09702315 0.09676586
## 
##  Welch Two Sample t-test
## 
## data:  R4$Chl and R3$Chl
## t = 0.13309, df = 27.683, p-value = 0.8951
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -1.702350  1.938809
## sample estimates:
## mean of x mean of y 
##  35.08876  34.97053
## 
##  Welch Two Sample t-test
## 
## data:  R4$Flav and R3$Flav
## t = -1.3877, df = 14.921, p-value = 0.1856
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.08156262  0.01725693
## sample estimates:
## mean of x mean of y 
##  1.941185  1.973338
## 
##  Welch Two Sample t-test
## 
## data:  R4$Flav and R3$Flav
## t = -1.3877, df = 14.921, p-value = 0.1856
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.08156262  0.01725693
## sample estimates:
## mean of x mean of y 
##  1.941185  1.973338

There appears to be no signficant differences between Rows with 3 trees and rows with 4 trees for any of the measures.

Row Plots and ANOVAs

Anthocyanin

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Chlorophyll

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Flavonol

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Nitrogen

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Row ANOVA

## Analysis of Variance Table
## 
## Response: F1$Anth
##             Df Sum Sq   Mean Sq F value    Pr(>F)    
## F1$Row      49 0.2346 0.0047878  2.5339 4.261e-08 ***
## Residuals 1742 3.2914 0.0018895                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Anth ~ F1$Row)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.10706 -0.02869 -0.00143  0.02548  0.36668 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  0.1073750  0.0062741  17.114  < 2e-16 ***
## F1$Row10     0.0048125  0.0099202   0.485  0.62765    
## F1$Row11     0.0042781  0.0088275   0.485  0.62800    
## F1$Row12    -0.0105625  0.0099202  -1.065  0.28714    
## F1$Row13    -0.0001681  0.0102234  -0.016  0.98688    
## F1$Row14    -0.0185871  0.0098296  -1.891  0.05880 .  
## F1$Row15    -0.0234053  0.0098296  -2.381  0.01737 *  
## F1$Row16    -0.0104750  0.0101166  -1.035  0.30061    
## F1$Row17     0.0089432  0.0111914   0.799  0.42434    
## F1$Row18    -0.0181083  0.0101166  -1.790  0.07363 .  
## F1$Row19    -0.0229508  0.0098296  -2.335  0.01966 *  
## F1$Row2      0.0097462  0.0098296   0.992  0.32157    
## F1$Row20     0.0031477  0.0090723   0.347  0.72866    
## F1$Row21    -0.0138345  0.0095095  -1.455  0.14590    
## F1$Row22    -0.0216780  0.0098296  -2.205  0.02756 *  
## F1$Row23    -0.0131424  0.0091271  -1.440  0.15007    
## F1$Row24    -0.0117083  0.0098296  -1.191  0.23376    
## F1$Row25    -0.0260720  0.0098296  -2.652  0.00806 ** 
## F1$Row26    -0.0192460  0.0100157  -1.922  0.05482 .  
## F1$Row27    -0.0223750  0.0099202  -2.256  0.02422 *  
## F1$Row28    -0.0238598  0.0098296  -2.427  0.01531 *  
## F1$Row29    -0.0226250  0.0099202  -2.281  0.02269 *  
## F1$Row3      0.0150189  0.0098296   1.528  0.12671    
## F1$Row30    -0.0117750  0.0101166  -1.164  0.24461    
## F1$Row31    -0.0224680  0.0091271  -2.462  0.01393 *  
## F1$Row32    -0.0092386  0.0090723  -1.018  0.30866    
## F1$Row33    -0.0057083  0.0098296  -0.581  0.56150    
## F1$Row34    -0.0045795  0.0090723  -0.505  0.61377    
## F1$Row35    -0.0167972  0.0090195  -1.862  0.06273 .  
## F1$Row36    -0.0227188  0.0099202  -2.290  0.02213 *  
## F1$Row37     0.0010938  0.0099202   0.110  0.91222    
## F1$Row38    -0.0286976  0.0100157  -2.865  0.00422 ** 
## F1$Row39    -0.0092841  0.0098296  -0.945  0.34504    
## F1$Row4      0.0041402  0.0098296   0.421  0.67367    
## F1$Row40    -0.0195568  0.0098296  -1.990  0.04679 *  
## F1$Row41    -0.0255452  0.0089199  -2.864  0.00424 ** 
## F1$Row42    -0.0197992  0.0098296  -2.014  0.04414 *  
## F1$Row43     0.0003024  0.0100157   0.030  0.97592    
## F1$Row44    -0.0279687  0.0099202  -2.819  0.00487 ** 
## F1$Row45    -0.0064913  0.0091271  -0.711  0.47705    
## F1$Row46    -0.0186541  0.0091271  -2.044  0.04112 *  
## F1$Row47    -0.0179331  0.0091271  -1.965  0.04959 *  
## F1$Row48    -0.0145265  0.0098296  -1.478  0.13963    
## F1$Row49    -0.0018523  0.0090723  -0.204  0.83825    
## F1$Row5      0.0025000  0.0099202   0.252  0.80106    
## F1$Row50    -0.0144452  0.0085154  -1.696  0.09000 .  
## F1$Row6      0.0081402  0.0098296   0.828  0.40771    
## F1$Row7      0.0046856  0.0098296   0.477  0.63365    
## F1$Row8      0.0058371  0.0098296   0.594  0.55270    
## F1$Row9     -0.0041397  0.0097435  -0.425  0.67099    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.04347 on 1742 degrees of freedom
## Multiple R-squared:  0.06653,    Adjusted R-squared:  0.04028 
## F-statistic: 2.534 on 49 and 1742 DF,  p-value: 4.261e-08
## Analysis of Variance Table
## 
## Response: F1$Chl
##             Df Sum Sq Mean Sq F value    Pr(>F)    
## F1$Row      49  21394  436.61  1.9533 0.0001046 ***
## Residuals 1742 389370  223.52                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Chl ~ F1$Row)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -40.413 -10.894   1.242  11.481  30.448 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 35.60971    2.15793  16.502  < 2e-16 ***
## F1$Row10    -5.14374    3.41198  -1.508  0.13185    
## F1$Row11    -5.74022    3.03616  -1.891  0.05884 .  
## F1$Row12    -1.01233    3.41198  -0.297  0.76673    
## F1$Row13    -4.27923    3.51628  -1.217  0.22378    
## F1$Row14    -0.61937    3.38082  -0.183  0.85466    
## F1$Row15     1.65378    3.38082   0.489  0.62479    
## F1$Row16    -3.99147    3.47955  -1.147  0.25149    
## F1$Row17    -3.48321    3.84923  -0.905  0.36564    
## F1$Row18     1.16199    3.47955   0.334  0.73846    
## F1$Row19     2.90441    3.38082   0.859  0.39041    
## F1$Row2     -2.34353    3.38082  -0.693  0.48829    
## F1$Row20    -4.09409    3.12036  -1.312  0.18967    
## F1$Row21     0.38418    3.27073   0.117  0.90651    
## F1$Row22     3.63681    3.38082   1.076  0.28220    
## F1$Row23    -2.64469    3.13923  -0.842  0.39964    
## F1$Row24     5.27790    3.38082   1.561  0.11868    
## F1$Row25    -3.62007    3.38082  -1.071  0.28442    
## F1$Row26    -1.39948    3.44484  -0.406  0.68461    
## F1$Row27     1.77514    3.41198   0.520  0.60294    
## F1$Row28     4.12320    3.38082   1.220  0.22279    
## F1$Row29    -3.99736    3.41198  -1.172  0.24153    
## F1$Row3     -6.23456    3.38082  -1.844  0.06534 .  
## F1$Row30    -3.53704    3.47955  -1.017  0.30952    
## F1$Row31    -3.42287    3.13923  -1.090  0.27571    
## F1$Row32    -0.77555    3.12036  -0.249  0.80374    
## F1$Row33    -0.33325    3.38082  -0.099  0.92149    
## F1$Row34     1.23636    3.12036   0.396  0.69199    
## F1$Row35    -2.29620    3.10222  -0.740  0.45929    
## F1$Row36     8.27757    3.41198   2.426  0.01537 *  
## F1$Row37    -1.77386    3.41198  -0.520  0.60320    
## F1$Row38    -1.43439    3.44484  -0.416  0.67718    
## F1$Row39     0.04399    3.38082   0.013  0.98962    
## F1$Row4     -1.78822    3.38082  -0.529  0.59692    
## F1$Row40    -0.92319    3.38082  -0.273  0.78483    
## F1$Row41     2.81091    3.06796   0.916  0.35968    
## F1$Row42    -0.37553    3.38082  -0.111  0.91157    
## F1$Row43    -1.22577    3.44484  -0.356  0.72201    
## F1$Row44     5.75920    3.41198   1.688  0.09160 .  
## F1$Row45     0.46136    3.13923   0.147  0.88318    
## F1$Row46     8.12597    3.13923   2.589  0.00972 ** 
## F1$Row47    -1.54250    3.13923  -0.491  0.62323    
## F1$Row48     4.76123    3.38082   1.408  0.15922    
## F1$Row49     1.19911    3.12036   0.384  0.70081    
## F1$Row5     -6.42083    3.41198  -1.882  0.06002 .  
## F1$Row50     0.84736    2.92883   0.289  0.77237    
## F1$Row6     -5.65228    3.38082  -1.672  0.09473 .  
## F1$Row7     -3.55077    3.38082  -1.050  0.29374    
## F1$Row8     -4.13159    3.38082  -1.222  0.22185    
## F1$Row9     -0.27394    3.35123  -0.082  0.93486    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 14.95 on 1742 degrees of freedom
## Multiple R-squared:  0.05208,    Adjusted R-squared:  0.02542 
## F-statistic: 1.953 on 49 and 1742 DF,  p-value: 0.0001046
## Analysis of Variance Table
## 
## Response: F1$Flav
##             Df  Sum Sq  Mean Sq F value   Pr(>F)    
## F1$Row      49   8.215 0.167646   2.865 3.11e-10 ***
## Residuals 1742 101.933 0.058515                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Flav ~ F1$Row)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.88839 -0.14557  0.01515  0.15267  0.88624 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  2.09202    0.03492  59.918  < 2e-16 ***
## F1$Row10    -0.11215    0.05521  -2.031 0.042363 *  
## F1$Row11    -0.05149    0.04912  -1.048 0.294714    
## F1$Row12    -0.25255    0.05521  -4.575 5.10e-06 ***
## F1$Row13    -0.22999    0.05689  -4.042 5.52e-05 ***
## F1$Row14    -0.10878    0.05470  -1.989 0.046903 *  
## F1$Row15    -0.11726    0.05470  -2.144 0.032195 *  
## F1$Row16    -0.02269    0.05630  -0.403 0.687009    
## F1$Row17    -0.20525    0.06228  -3.296 0.001002 ** 
## F1$Row18    -0.16125    0.05630  -2.864 0.004230 ** 
## F1$Row19    -0.19360    0.05470  -3.539 0.000412 ***
## F1$Row2     -0.04748    0.05470  -0.868 0.385568    
## F1$Row20    -0.15895    0.05049  -3.148 0.001670 ** 
## F1$Row21    -0.15675    0.05292  -2.962 0.003098 ** 
## F1$Row22    -0.23066    0.05470  -4.217 2.61e-05 ***
## F1$Row23    -0.09460    0.05079  -1.863 0.062697 .  
## F1$Row24    -0.16372    0.05470  -2.993 0.002802 ** 
## F1$Row25    -0.23341    0.05470  -4.267 2.09e-05 ***
## F1$Row26    -0.13167    0.05574  -2.362 0.018273 *  
## F1$Row27    -0.10805    0.05521  -1.957 0.050475 .  
## F1$Row28    -0.13035    0.05470  -2.383 0.017278 *  
## F1$Row29    -0.12680    0.05521  -2.297 0.021742 *  
## F1$Row3     -0.01026    0.05470  -0.188 0.851194    
## F1$Row30    -0.16945    0.05630  -3.010 0.002651 ** 
## F1$Row31    -0.09430    0.05079  -1.857 0.063540 .  
## F1$Row32    -0.09725    0.05049  -1.926 0.054242 .  
## F1$Row33    -0.09214    0.05470  -1.684 0.092272 .  
## F1$Row34    -0.18850    0.05049  -3.734 0.000195 ***
## F1$Row35    -0.15069    0.05019  -3.002 0.002719 ** 
## F1$Row36    -0.05824    0.05521  -1.055 0.291590    
## F1$Row37    -0.16124    0.05521  -2.921 0.003537 ** 
## F1$Row38    -0.14415    0.05574  -2.586 0.009783 ** 
## F1$Row39    -0.17778    0.05470  -3.250 0.001176 ** 
## F1$Row4     -0.02951    0.05470  -0.539 0.589682    
## F1$Row40    -0.13281    0.05470  -2.428 0.015288 *  
## F1$Row41    -0.19666    0.04964  -3.962 7.74e-05 ***
## F1$Row42    -0.11769    0.05470  -2.151 0.031577 *  
## F1$Row43    -0.07563    0.05574  -1.357 0.174966    
## F1$Row44    -0.27177    0.05521  -4.923 9.33e-07 ***
## F1$Row45    -0.18435    0.05079  -3.629 0.000292 ***
## F1$Row46    -0.05123    0.05079  -1.009 0.313298    
## F1$Row47    -0.15672    0.05079  -3.085 0.002064 ** 
## F1$Row48    -0.26532    0.05470  -4.850 1.34e-06 ***
## F1$Row49    -0.06002    0.05049  -1.189 0.234666    
## F1$Row5     -0.02930    0.05521  -0.531 0.595637    
## F1$Row50    -0.13858    0.04739  -2.924 0.003496 ** 
## F1$Row6     -0.06148    0.05470  -1.124 0.261237    
## F1$Row7     -0.05163    0.05470  -0.944 0.345405    
## F1$Row8     -0.04045    0.05470  -0.739 0.459776    
## F1$Row9     -0.09764    0.05422  -1.801 0.071923 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2419 on 1742 degrees of freedom
## Multiple R-squared:  0.07458,    Adjusted R-squared:  0.04855 
## F-statistic: 2.865 on 49 and 1742 DF,  p-value: 3.11e-10
## Analysis of Variance Table
## 
## Response: F1$NBI
##             Df Sum Sq Mean Sq F value   Pr(>F)    
## F1$Row      49   7866 160.527   2.325 8.14e-07 ***
## Residuals 1742 120273  69.043                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$NBI ~ F1$Row)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -21.363  -5.865   0.293   5.735  27.930 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 17.26875    1.19933  14.399  < 2e-16 ***
## F1$Row10    -1.56500    1.89631  -0.825  0.40932    
## F1$Row11    -2.28691    1.68744  -1.355  0.17551    
## F1$Row12     1.47531    1.89631   0.778  0.43668    
## F1$Row13     0.25401    1.95428   0.130  0.89660    
## F1$Row14     0.67125    1.87899   0.357  0.72096    
## F1$Row15     1.85549    1.87899   0.987  0.32354    
## F1$Row16    -2.00775    1.93387  -1.038  0.29932    
## F1$Row17    -0.12557    2.13933  -0.059  0.95320    
## F1$Row18     2.28558    1.93387   1.182  0.23742    
## F1$Row19     3.97125    1.87899   2.113  0.03470 *  
## F1$Row2     -0.72148    1.87899  -0.384  0.70105    
## F1$Row20    -0.83943    1.73423  -0.484  0.62842    
## F1$Row21     2.09990    1.81781   1.155  0.24817    
## F1$Row22     4.36943    1.87899   2.325  0.02016 *  
## F1$Row23    -0.27782    1.74472  -0.159  0.87350    
## F1$Row24     4.69125    1.87899   2.497  0.01263 *  
## F1$Row25     0.50186    1.87899   0.267  0.78943    
## F1$Row26     0.80899    1.91457   0.423  0.67268    
## F1$Row27     2.04687    1.89631   1.079  0.28056    
## F1$Row28     3.12670    1.87899   1.664  0.09629 .  
## F1$Row29    -0.65781    1.89631  -0.347  0.72872    
## F1$Row3     -2.76148    1.87899  -1.470  0.14183    
## F1$Row30    -0.51508    1.93387  -0.266  0.79000    
## F1$Row31    -0.87224    1.74472  -0.500  0.61719    
## F1$Row32     0.37489    1.73423   0.216  0.82888    
## F1$Row33     0.87398    1.87899   0.465  0.64190    
## F1$Row34     2.52602    1.73423   1.457  0.14542    
## F1$Row35    -0.03119    1.72415  -0.018  0.98557    
## F1$Row36     4.51719    1.89631   2.382  0.01732 *  
## F1$Row37     0.44281    1.89631   0.234  0.81539    
## F1$Row38     0.69964    1.91457   0.365  0.71484    
## F1$Row39     1.77064    1.87899   0.942  0.34615    
## F1$Row4     -0.81481    1.87899  -0.434  0.66460    
## F1$Row40     0.53731    1.87899   0.286  0.77495    
## F1$Row41     3.43636    1.70511   2.015  0.04402 *  
## F1$Row42     1.24246    1.87899   0.661  0.50855    
## F1$Row43     0.42512    1.91457   0.222  0.82431    
## F1$Row44     5.89375    1.89631   3.108  0.00191 ** 
## F1$Row45     2.04334    1.74472   1.171  0.24170    
## F1$Row46     4.21241    1.74472   2.414  0.01586 *  
## F1$Row47     0.88823    1.74472   0.509  0.61075    
## F1$Row48     5.28852    1.87899   2.815  0.00494 ** 
## F1$Row49     1.15534    1.73423   0.666  0.50537    
## F1$Row5     -2.88469    1.89631  -1.521  0.12839    
## F1$Row50     1.95318    1.62778   1.200  0.23034    
## F1$Row6     -2.31784    1.87899  -1.234  0.21754    
## F1$Row7     -1.48299    1.87899  -0.789  0.43007    
## F1$Row8     -1.87905    1.87899  -1.000  0.31743    
## F1$Row9      0.76713    1.86255   0.412  0.68048    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.309 on 1742 degrees of freedom
## Multiple R-squared:  0.06139,    Adjusted R-squared:  0.03498 
## F-statistic: 2.325 on 49 and 1742 DF,  p-value: 8.14e-07

Column Analysis

Column Means

## # A tibble: 4 x 5
##   Column   Chl   NBI   Anth  Flav
##   <fct>  <dbl> <dbl>  <dbl> <dbl>
## 1 1       33.8  17.2 0.0945  2.01
## 2 2       35.4  18.6 0.0992  1.94
## 3 3       36.0  18.7 0.0990  1.96
## 4 4       34.3  18.7 0.0912  1.88

Data Overview of Column

##   0   1   2   3   4 
##   0 592 556 539 105

Column Boxplots

ANOVA

## Analysis of Variance Table
## 
## Response: F1$Anth
##             Df Sum Sq   Mean Sq F value Pr(>F)
## F1$Column    3 0.0122 0.0040655  2.0687 0.1024
## Residuals 1788 3.5138 0.0019652
## 
## Call:
## lm(formula = F1$Anth ~ F1$Column)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.09824 -0.02824 -0.00049  0.02676  0.38402 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  0.094490   0.001822  51.861   <2e-16 ***
## F1$Column2   0.004753   0.002618   1.815   0.0696 .  
## F1$Column3   0.004486   0.002639   1.700   0.0894 .  
## F1$Column4  -0.003337   0.004694  -0.711   0.4772    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.04433 on 1788 degrees of freedom
## Multiple R-squared:  0.003459,   Adjusted R-squared:  0.001787 
## F-statistic: 2.069 on 3 and 1788 DF,  p-value: 0.1024
## Analysis of Variance Table
## 
## Response: F1$Chl
##             Df Sum Sq Mean Sq F value  Pr(>F)  
## F1$Column    3   1586  528.66  2.3101 0.07453 .
## Residuals 1788 409178  228.85                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Chl ~ F1$Column)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -35.263 -10.815   1.102  11.773  26.109 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  33.7951     0.6217  54.355   <2e-16 ***
## F1$Column2    1.5975     0.8934   1.788   0.0739 .  
## F1$Column3    2.2490     0.9006   2.497   0.0126 *  
## F1$Column4    0.4924     1.6019   0.307   0.7586    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 15.13 on 1788 degrees of freedom
## Multiple R-squared:  0.003861,   Adjusted R-squared:  0.00219 
## F-statistic:  2.31 on 3 and 1788 DF,  p-value: 0.07453
## Analysis of Variance Table
## 
## Response: F1$Flav
##             Df  Sum Sq Mean Sq F value    Pr(>F)    
## F1$Column    3   2.305 0.76823  12.737 3.087e-08 ***
## Residuals 1788 107.843 0.06031                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Flav ~ F1$Column)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.90465 -0.15390  0.00885  0.16468  0.85068 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  2.01032    0.01009 199.166  < 2e-16 ***
## F1$Column2  -0.06592    0.01450  -4.545 5.87e-06 ***
## F1$Column3  -0.04967    0.01462  -3.397 0.000695 ***
## F1$Column4  -0.13528    0.02601  -5.202 2.20e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2456 on 1788 degrees of freedom
## Multiple R-squared:  0.02092,    Adjusted R-squared:  0.01928 
## F-statistic: 12.74 on 3 and 1788 DF,  p-value: 3.087e-08
## Analysis of Variance Table
## 
## Response: F1$NBI
##             Df Sum Sq Mean Sq F value   Pr(>F)   
## F1$Column    3    821 273.626  3.8427 0.009333 **
## Residuals 1788 127318  71.207                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$NBI ~ F1$Column)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -18.560  -6.118   0.291   6.107  31.944 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  17.2255     0.3468  49.667  < 2e-16 ***
## F1$Column2    1.3478     0.4983   2.705  0.00690 ** 
## F1$Column3    1.5184     0.5024   3.022  0.00254 ** 
## F1$Column4    1.4342     0.8936   1.605  0.10866    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.438 on 1788 degrees of freedom
## Multiple R-squared:  0.006406,   Adjusted R-squared:  0.004739 
## F-statistic: 3.843 on 3 and 1788 DF,  p-value: 0.009333
## Analysis of Variance Table
## 
## Response: F1$Anth
##                              Df  Sum Sq   Mean Sq F value    Pr(>F)    
## F1$Height                     2 0.05255 0.0262759 14.9537 3.788e-07 ***
## F1$Column                     3 0.01228 0.0040942  2.3300 0.0727244 .  
## F1$Row                       49 0.23127 0.0047199  2.6861 6.175e-09 ***
## F1$Height:F1$Column           6 0.02055 0.0034247  1.9490 0.0699958 .  
## F1$Height:F1$Row             98 0.20024 0.0020433  1.1628 0.1394606    
## F1$Column:F1$Row            106 0.28473 0.0026861  1.5287 0.0006952 ***
## F1$Height:F1$Column:F1$Row  212 0.41375 0.0019517  1.1107 0.1490621    
## Residuals                  1315 2.31066 0.0017572                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Anth ~ F1$Height * F1$Column * F1$Row)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.136667 -0.022500  0.000333  0.021750  0.260333 
## 
## Coefficients: (123 not defined because of singularities)
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     0.1163750  0.0148204   7.852 8.42e-15 ***
## F1$HeightL                     -0.0077083  0.0203687  -0.378 0.705165    
## F1$HeightM                     -0.0095972  0.0203687  -0.471 0.637594    
## F1$Column2                     -0.0223750  0.0283789  -0.788 0.430583    
## F1$Column3                     -0.0113750  0.0283789  -0.401 0.688614    
## F1$Column4                      0.0570000  0.0283789   2.009 0.044791 *  
## F1$Row10                       -0.0023750  0.0256697  -0.093 0.926298    
## F1$Row11                        0.0007500  0.0209592   0.036 0.971460    
## F1$Row12                       -0.0317083  0.0283789  -1.117 0.264062    
## F1$Row13                        0.0881250  0.0331395   2.659 0.007927 ** 
## F1$Row14                       -0.0027083  0.0283789  -0.095 0.923984    
## F1$Row15                       -0.0080417  0.0283789  -0.283 0.776940    
## F1$Row16                        0.0119583  0.0283789   0.421 0.673546    
## F1$Row17                        0.1176667  0.0342263   3.438 0.000605 ***
## F1$Row18                        0.0229583  0.0283789   0.809 0.418666    
## F1$Row19                       -0.0343750  0.0283789  -1.211 0.226004    
## F1$Row2                        -0.0120417  0.0283789  -0.424 0.671404    
## F1$Row20                        0.0089583  0.0283789   0.316 0.752304    
## F1$Row21                       -0.0261250  0.0256697  -1.018 0.308990    
## F1$Row22                       -0.0567083  0.0283789  -1.998 0.045895 *  
## F1$Row23                       -0.0607083  0.0283789  -2.139 0.032603 *  
## F1$Row24                       -0.0163750  0.0283789  -0.577 0.564030    
## F1$Row25                       -0.0130417  0.0283789  -0.460 0.645912    
## F1$Row26                       -0.0128750  0.0331395  -0.389 0.697702    
## F1$Row27                       -0.0210417  0.0283789  -0.741 0.458551    
## F1$Row28                       -0.0980417  0.0283789  -3.455 0.000568 ***
## F1$Row29                       -0.0143750  0.0283789  -0.507 0.612564    
## F1$Row3                         0.0036250  0.0283789   0.128 0.898378    
## F1$Row30                        0.0179583  0.0283789   0.633 0.526971    
## F1$Row31                       -0.0015000  0.0209592  -0.072 0.942957    
## F1$Row32                       -0.0343750  0.0283789  -1.211 0.226004    
## F1$Row33                       -0.0717083  0.0283789  -2.527 0.011627 *  
## F1$Row34                       -0.0100417  0.0283789  -0.354 0.723514    
## F1$Row35                        0.0196250  0.0256697   0.765 0.444695    
## F1$Row36                       -0.0623750  0.0283789  -2.198 0.028128 *  
## F1$Row37                       -0.0057083  0.0283789  -0.201 0.840615    
## F1$Row38                       -0.0633750  0.0331395  -1.912 0.056045 .  
## F1$Row39                       -0.0143750  0.0283789  -0.507 0.612564    
## F1$Row4                        -0.0288750  0.0256697  -1.125 0.260851    
## F1$Row40                       -0.0490417  0.0283789  -1.728 0.084205 .  
## F1$Row41                       -0.0528750  0.0256697  -2.060 0.039612 *  
## F1$Row42                       -0.0590417  0.0283789  -2.080 0.037675 *  
## F1$Row43                        0.0216250  0.0283789   0.762 0.446191    
## F1$Row44                       -0.0293750  0.0331395  -0.886 0.375561    
## F1$Row45                       -0.0143750  0.0283789  -0.507 0.612564    
## F1$Row46                        0.0166250  0.0331395   0.502 0.615985    
## F1$Row47                       -0.0143750  0.0283789  -0.507 0.612564    
## F1$Row48                       -0.0427083  0.0283789  -1.505 0.132582    
## F1$Row49                       -0.0353750  0.0283789  -1.247 0.212794    
## F1$Row5                         0.0049583  0.0283789   0.175 0.861327    
## F1$Row50                       -0.0353750  0.0209592  -1.688 0.091687 .  
## F1$Row6                        -0.0347083  0.0283789  -1.223 0.221537    
## F1$Row7                         0.0519583  0.0283789   1.831 0.067345 .  
## F1$Row8                         0.0012917  0.0283789   0.046 0.963704    
## F1$Row9                        -0.0377083  0.0283789  -1.329 0.184163    
## F1$HeightL:F1$Column2           0.0302083  0.0379459   0.796 0.426124    
## F1$HeightM:F1$Column2          -0.0004028  0.0379459  -0.011 0.991533    
## F1$HeightL:F1$Column3           0.0094583  0.0379459   0.249 0.803200    
## F1$HeightM:F1$Column3           0.0190972  0.0379459   0.503 0.614855    
## F1$HeightL:F1$Column4           0.0096000  0.0395828   0.243 0.808408    
## F1$HeightM:F1$Column4          -0.0095357  0.0386740  -0.247 0.805282    
## F1$HeightL:F1$Row10             0.0184583  0.0359647   0.513 0.607874    
## F1$HeightM:F1$Row10            -0.0347361  0.0379459  -0.915 0.360144    
## F1$HeightL:F1$Row11            -0.0040167  0.0284648  -0.141 0.887805    
## F1$HeightM:F1$Row11            -0.0047500  0.0288057  -0.165 0.869050    
## F1$HeightL:F1$Row12             0.0487917  0.0379459   1.286 0.198732    
## F1$HeightM:F1$Row12             0.0656806  0.0379459   1.731 0.083704 .  
## F1$HeightL:F1$Row13            -0.0435417  0.0416263  -1.046 0.295748    
## F1$HeightM:F1$Row13            -0.1031528  0.0416263  -2.478 0.013334 *  
## F1$HeightL:F1$Row14            -0.0104583  0.0379459  -0.276 0.782890    
## F1$HeightM:F1$Row14             0.0091806  0.0379459   0.242 0.808866    
## F1$HeightL:F1$Row15            -0.0466250  0.0379459  -1.229 0.219396    
## F1$HeightM:F1$Row15             0.0067639  0.0379459   0.178 0.858554    
## F1$HeightL:F1$Row16            -0.0616250  0.0433495  -1.422 0.155384    
## F1$HeightM:F1$Row16            -0.0094028  0.0398287  -0.236 0.813407    
## F1$HeightL:F1$Row17            -0.0581667  0.0452771  -1.285 0.199130    
## F1$HeightM:F1$Row17            -0.1589167  0.0452771  -3.510 0.000463 ***
## F1$HeightL:F1$Row18            -0.0706250  0.0379459  -1.861 0.062939 .  
## F1$HeightM:F1$Row18            -0.0647361  0.0379459  -1.706 0.088242 .  
## F1$HeightL:F1$Row19             0.0264583  0.0379459   0.697 0.485761    
## F1$HeightM:F1$Row19             0.0165972  0.0379459   0.437 0.661899    
## F1$HeightL:F1$Row2              0.0166250  0.0379459   0.438 0.661369    
## F1$HeightM:F1$Row2              0.0452639  0.0379459   1.193 0.233142    
## F1$HeightL:F1$Row20            -0.0231250  0.0379459  -0.609 0.542351    
## F1$HeightM:F1$Row20            -0.0024861  0.0379459  -0.066 0.947772    
## F1$HeightL:F1$Row21            -0.0180417  0.0338679  -0.533 0.594326    
## F1$HeightM:F1$Row21             0.0105472  0.0347218   0.304 0.761356    
## F1$HeightL:F1$Row22             0.0207917  0.0379459   0.548 0.583834    
## F1$HeightM:F1$Row22             0.0786806  0.0379459   2.073 0.038321 *  
## F1$HeightL:F1$Row23             0.0282917  0.0379459   0.746 0.456055    
## F1$HeightM:F1$Row23             0.0689306  0.0398287   1.731 0.083744 .  
## F1$HeightL:F1$Row24             0.0197083  0.0379459   0.519 0.603584    
## F1$HeightM:F1$Row24            -0.0030028  0.0367700  -0.082 0.934927    
## F1$HeightL:F1$Row25            -0.0216250  0.0379459  -0.570 0.568850    
## F1$HeightM:F1$Row25            -0.0294861  0.0379459  -0.777 0.437265    
## F1$HeightL:F1$Row26             0.0037083  0.0416263   0.089 0.929027    
## F1$HeightM:F1$Row26            -0.0011528  0.0416263  -0.028 0.977911    
## F1$HeightL:F1$Row27            -0.0226250  0.0379459  -0.596 0.551115    
## F1$HeightM:F1$Row27            -0.0049861  0.0379459  -0.131 0.895479    
## F1$HeightL:F1$Row28             0.0726250  0.0379459   1.914 0.055849 .  
## F1$HeightM:F1$Row28             0.0362639  0.0379459   0.956 0.339413    
## F1$HeightL:F1$Row29            -0.0645417  0.0379459  -1.701 0.089201 .  
## F1$HeightM:F1$Row29            -0.0127361  0.0398287  -0.320 0.749192    
## F1$HeightL:F1$Row3              0.0219583  0.0379459   0.579 0.562908    
## F1$HeightM:F1$Row3              0.0158472  0.0379459   0.418 0.676288    
## F1$HeightL:F1$Row30            -0.0341250  0.0379459  -0.899 0.368654    
## F1$HeightM:F1$Row30            -0.0374028  0.0398287  -0.939 0.347856    
## F1$HeightL:F1$Row31            -0.0375952  0.0297582  -1.263 0.206685    
## F1$HeightM:F1$Row31            -0.0186111  0.0304531  -0.611 0.541212    
## F1$HeightL:F1$Row32            -0.0057917  0.0379459  -0.153 0.878714    
## F1$HeightM:F1$Row32             0.0078472  0.0379459   0.207 0.836198    
## F1$HeightL:F1$Row33             0.0462917  0.0379459   1.220 0.222707    
## F1$HeightM:F1$Row33             0.0561806  0.0379459   1.481 0.138968    
## F1$HeightL:F1$Row34             0.0063750  0.0379459   0.168 0.866607    
## F1$HeightM:F1$Row34             0.0147639  0.0379459   0.389 0.697282    
## F1$HeightL:F1$Row35            -0.0612917  0.0359647  -1.704 0.088577 .  
## F1$HeightM:F1$Row35            -0.0451528  0.0359647  -1.255 0.209530    
## F1$HeightL:F1$Row36             0.0633750  0.0398287   1.591 0.111807    
## F1$HeightM:F1$Row36             0.0263472  0.0379459   0.694 0.487594    
## F1$HeightL:F1$Row37            -0.0166250  0.0398287  -0.417 0.676445    
## F1$HeightM:F1$Row37             0.0109306  0.0379459   0.288 0.773349    
## F1$HeightL:F1$Row38             0.0177083  0.0416263   0.425 0.670606    
## F1$HeightM:F1$Row38             0.0823472  0.0416263   1.978 0.048109 *  
## F1$HeightL:F1$Row39            -0.0065417  0.0379459  -0.172 0.863154    
## F1$HeightM:F1$Row39             0.0010972  0.0379459   0.029 0.976936    
## F1$HeightL:F1$Row4              0.0037083  0.0359647   0.103 0.917891    
## F1$HeightM:F1$Row4              0.0260972  0.0379459   0.688 0.491733    
## F1$HeightL:F1$Row40             0.0436250  0.0379459   1.150 0.250492    
## F1$HeightM:F1$Row40             0.0010139  0.0379459   0.027 0.978688    
## F1$HeightL:F1$Row41             0.0449226  0.0332445   1.351 0.176838    
## F1$HeightM:F1$Row41             0.0352639  0.0338679   1.041 0.297965    
## F1$HeightL:F1$Row42             0.0640417  0.0398287   1.608 0.108091    
## F1$HeightM:F1$Row42             0.0338639  0.0367700   0.921 0.357238    
## F1$HeightL:F1$Row43            -0.0370417  0.0379459  -0.976 0.329160    
## F1$HeightM:F1$Row43            -0.0484028  0.0379459  -1.276 0.202332    
## F1$HeightL:F1$Row44            -0.0137917  0.0416263  -0.331 0.740455    
## F1$HeightM:F1$Row44            -0.0241528  0.0416263  -0.580 0.561860    
## F1$HeightL:F1$Row45             0.0509583  0.0379459   1.343 0.179530    
## F1$HeightM:F1$Row45             0.0038472  0.0379459   0.101 0.919259    
## F1$HeightL:F1$Row46            -0.0576250  0.0433495  -1.329 0.183976    
## F1$HeightM:F1$Row46            -0.0698028  0.0405573  -1.721 0.085470 .  
## F1$HeightL:F1$Row47            -0.0052917  0.0379459  -0.139 0.889114    
## F1$HeightM:F1$Row47            -0.0239028  0.0379459  -0.630 0.528858    
## F1$HeightL:F1$Row48             0.0020417  0.0379459   0.054 0.957099    
## F1$HeightM:F1$Row48             0.0336806  0.0379459   0.888 0.374922    
## F1$HeightL:F1$Row49             0.0334583  0.0379459   0.882 0.378080    
## F1$HeightM:F1$Row49             0.0043472  0.0379459   0.115 0.908809    
## F1$HeightL:F1$Row5             -0.0542917  0.0398287  -1.363 0.173075    
## F1$HeightM:F1$Row5              0.0275139  0.0379459   0.725 0.468531    
## F1$HeightL:F1$Row50             0.0071083  0.0284648   0.250 0.802840    
## F1$HeightM:F1$Row50            -0.0251171  0.0297582  -0.844 0.398802    
## F1$HeightL:F1$Row6              0.0292917  0.0379459   0.772 0.440293    
## F1$HeightM:F1$Row6              0.0551806  0.0379459   1.454 0.146132    
## F1$HeightL:F1$Row7             -0.0313750  0.0379459  -0.827 0.408481    
## F1$HeightM:F1$Row7             -0.0307361  0.0379459  -0.810 0.418088    
## F1$HeightL:F1$Row8              0.0222917  0.0379459   0.587 0.556996    
## F1$HeightM:F1$Row8             -0.0050694  0.0379459  -0.134 0.893742    
## F1$HeightL:F1$Row9              0.0340417  0.0379459   0.897 0.369824    
## F1$HeightM:F1$Row9              0.0084306  0.0379459   0.222 0.824214    
## F1$Column2:F1$Row10             0.0410417  0.0427829   0.959 0.337583    
## F1$Column3:F1$Row10             0.0073750  0.0427829   0.172 0.863164    
## F1$Column4:F1$Row10                    NA         NA      NA       NA    
## F1$Column2:F1$Row11            -0.0057500  0.0401339  -0.143 0.886099    
## F1$Column3:F1$Row11             0.0335833  0.0401339   0.837 0.402867    
## F1$Column4:F1$Row11                    NA         NA      NA       NA    
## F1$Column2:F1$Row12             0.0787083  0.0444612   1.770 0.076914 .  
## F1$Column3:F1$Row12             0.0220417  0.0444612   0.496 0.620154    
## F1$Column4:F1$Row12                    NA         NA      NA       NA    
## F1$Column2:F1$Row13            -0.0897917  0.0476410  -1.885 0.059683 .  
## F1$Column3:F1$Row13            -0.1014583  0.0476410  -2.130 0.033386 *  
## F1$Column4:F1$Row13                    NA         NA      NA       NA    
## F1$Column2:F1$Row14             0.0077083  0.0444612   0.173 0.862386    
## F1$Column3:F1$Row14            -0.0102917  0.0444612  -0.231 0.816982    
## F1$Column4:F1$Row14                    NA         NA      NA       NA    
## F1$Column2:F1$Row15             0.0267083  0.0444612   0.601 0.548136    
## F1$Column3:F1$Row15            -0.0156250  0.0444612  -0.351 0.725322    
## F1$Column4:F1$Row15                    NA         NA      NA       NA    
## F1$Column2:F1$Row16            -0.0399583  0.0444612  -0.899 0.368965    
## F1$Column3:F1$Row16             0.0087083  0.0444612   0.196 0.844747    
## F1$Column4:F1$Row16                    NA         NA      NA       NA    
## F1$Column2:F1$Row17            -0.1233333  0.0484033  -2.548 0.010946 *  
## F1$Column3:F1$Row17                    NA         NA      NA       NA    
## F1$Column4:F1$Row17                    NA         NA      NA       NA    
## F1$Column2:F1$Row18            -0.0199583  0.0444612  -0.449 0.653583    
## F1$Column3:F1$Row18            -0.0352917  0.0444612  -0.794 0.427477    
## F1$Column4:F1$Row18                    NA         NA      NA       NA    
## F1$Column2:F1$Row19             0.0813750  0.0444612   1.830 0.067439 .  
## F1$Column3:F1$Row19            -0.0149583  0.0444612  -0.336 0.736596    
## F1$Column4:F1$Row19                    NA         NA      NA       NA    
## F1$Column2:F1$Row2              0.0420417  0.0444612   0.946 0.344537    
## F1$Column3:F1$Row2              0.0957083  0.0444612   2.153 0.031530 *  
## F1$Column4:F1$Row2                     NA         NA      NA       NA    
## F1$Column2:F1$Row20            -0.0177917  0.0410359  -0.434 0.664676    
## F1$Column3:F1$Row20            -0.0372917  0.0444612  -0.839 0.401765    
## F1$Column4:F1$Row20                    NA         NA      NA       NA    
## F1$Column2:F1$Row21             0.0207917  0.0427829   0.486 0.627061    
## F1$Column3:F1$Row21             0.0221250  0.0427829   0.517 0.605141    
## F1$Column4:F1$Row21                    NA         NA      NA       NA    
## F1$Column2:F1$Row22             0.0480417  0.0444612   1.081 0.280105    
## F1$Column3:F1$Row22             0.0653750  0.0444612   1.470 0.141698    
## F1$Column4:F1$Row22                    NA         NA      NA       NA    
## F1$Column2:F1$Row23             0.0547083  0.0444612   1.230 0.218740    
## F1$Column3:F1$Row23             0.1367083  0.0444612   3.075 0.002150 ** 
## F1$Column4:F1$Row23            -0.0186667  0.0444612  -0.420 0.674670    
## F1$Column2:F1$Row24             0.0268750  0.0476410   0.564 0.572772    
## F1$Column3:F1$Row24             0.0387083  0.0444612   0.871 0.384127    
## F1$Column4:F1$Row24                    NA         NA      NA       NA    
## F1$Column2:F1$Row25             0.0040417  0.0444612   0.091 0.927583    
## F1$Column3:F1$Row25            -0.0482917  0.0444612  -1.086 0.277611    
## F1$Column4:F1$Row25                    NA         NA      NA       NA    
## F1$Column2:F1$Row26             0.0133750  0.0506214   0.264 0.791654    
## F1$Column3:F1$Row26             0.0015417  0.0476410   0.032 0.974190    
## F1$Column4:F1$Row26                    NA         NA      NA       NA    
## F1$Column2:F1$Row27             0.0023750  0.0444612   0.053 0.957408    
## F1$Column3:F1$Row27             0.0155417  0.0476410   0.326 0.744306    
## F1$Column4:F1$Row27                    NA         NA      NA       NA    
## F1$Column2:F1$Row28             0.1153750  0.0444612   2.595 0.009566 ** 
## F1$Column3:F1$Row28             0.1113750  0.0444612   2.505 0.012366 *  
## F1$Column4:F1$Row28                    NA         NA      NA       NA    
## F1$Column2:F1$Row29             0.0181250  0.0427829   0.424 0.671890    
## F1$Column3:F1$Row29             0.0150417  0.0444612   0.338 0.735184    
## F1$Column4:F1$Row29                    NA         NA      NA       NA    
## F1$Column2:F1$Row3              0.0610417  0.0444612   1.373 0.170012    
## F1$Column3:F1$Row3             -0.0349583  0.0444612  -0.786 0.431854    
## F1$Column4:F1$Row3                     NA         NA      NA       NA    
## F1$Column2:F1$Row30            -0.0199583  0.0444612  -0.449 0.653583    
## F1$Column3:F1$Row30            -0.0416250  0.0444612  -0.936 0.349338    
## F1$Column4:F1$Row30                    NA         NA      NA       NA    
## F1$Column2:F1$Row31            -0.0025000  0.0401339  -0.062 0.950340    
## F1$Column3:F1$Row31            -0.0555000  0.0401339  -1.383 0.166939    
## F1$Column4:F1$Row31                    NA         NA      NA       NA    
## F1$Column2:F1$Row32             0.0653750  0.0444612   1.470 0.141698    
## F1$Column3:F1$Row32             0.1077083  0.0444612   2.423 0.015548 *  
## F1$Column4:F1$Row32            -0.0106667  0.0444612  -0.240 0.810438    
## F1$Column2:F1$Row33             0.1070417  0.0444612   2.408 0.016198 *  
## F1$Column3:F1$Row33             0.0503750  0.0444612   1.133 0.257417    
## F1$Column4:F1$Row33                    NA         NA      NA       NA    
## F1$Column2:F1$Row34             0.0057083  0.0444612   0.128 0.897861    
## F1$Column3:F1$Row34             0.0257083  0.0444612   0.578 0.563215    
## F1$Column4:F1$Row34            -0.0646667  0.0444612  -1.454 0.146060    
## F1$Column2:F1$Row35            -0.0086250  0.0427829  -0.202 0.840261    
## F1$Column3:F1$Row35            -0.0596250  0.0427829  -1.394 0.163654    
## F1$Column4:F1$Row35            -0.0556667  0.0427829  -1.301 0.193437    
## F1$Column2:F1$Row36             0.0340417  0.0444612   0.766 0.444023    
## F1$Column3:F1$Row36             0.0583750  0.0444612   1.313 0.189432    
## F1$Column4:F1$Row36                    NA         NA      NA       NA    
## F1$Column2:F1$Row37             0.0390417  0.0444612   0.878 0.380047    
## F1$Column3:F1$Row37             0.0210417  0.0444612   0.473 0.636107    
## F1$Column4:F1$Row37                    NA         NA      NA       NA    
## F1$Column2:F1$Row38             0.0488750  0.0460785   1.061 0.289026    
## F1$Column3:F1$Row38             0.0417083  0.0476410   0.875 0.381477    
## F1$Column4:F1$Row38                    NA         NA      NA       NA    
## F1$Column2:F1$Row39             0.0447083  0.0444612   1.006 0.314814    
## F1$Column3:F1$Row39             0.0520417  0.0444612   1.170 0.242014    
## F1$Column4:F1$Row39                    NA         NA      NA       NA    
## F1$Column2:F1$Row4              0.0882083  0.0427829   2.062 0.039426 *  
## F1$Column3:F1$Row4              0.0568750  0.0427829   1.329 0.183951    
## F1$Column4:F1$Row4                     NA         NA      NA       NA    
## F1$Column2:F1$Row40             0.0033750  0.0444612   0.076 0.939503    
## F1$Column3:F1$Row40             0.0627083  0.0444612   1.410 0.158657    
## F1$Column4:F1$Row40                    NA         NA      NA       NA    
## F1$Column2:F1$Row41             0.0782083  0.0427829   1.828 0.067772 .  
## F1$Column3:F1$Row41             0.0242083  0.0427829   0.566 0.571598    
## F1$Column4:F1$Row41            -0.0140000  0.0460785  -0.304 0.761306    
## F1$Column2:F1$Row42             0.0303750  0.0444612   0.683 0.494614    
## F1$Column3:F1$Row42             0.0583750  0.0444612   1.313 0.189432    
## F1$Column4:F1$Row42                    NA         NA      NA       NA    
## F1$Column2:F1$Row43             0.0373750  0.0444612   0.841 0.400714    
## F1$Column3:F1$Row43            -0.0181250  0.0476410  -0.380 0.703673    
## F1$Column4:F1$Row43                    NA         NA      NA       NA    
## F1$Column2:F1$Row44             0.0037083  0.0476410   0.078 0.937968    
## F1$Column3:F1$Row44             0.0370417  0.0476410   0.778 0.436994    
## F1$Column4:F1$Row44                    NA         NA      NA       NA    
## F1$Column2:F1$Row45            -0.0206250  0.0444612  -0.464 0.642805    
## F1$Column3:F1$Row45            -0.0086250  0.0444612  -0.194 0.846214    
## F1$Column4:F1$Row45            -0.0440000  0.0444612  -0.990 0.322539    
## F1$Column2:F1$Row46             0.0247083  0.0476410   0.519 0.604102    
## F1$Column3:F1$Row46            -0.0406250  0.0476410  -0.853 0.393963    
## F1$Column4:F1$Row46            -0.0843333  0.0476410  -1.770 0.076928 .  
## F1$Column2:F1$Row47             0.0433750  0.0444612   0.976 0.329458    
## F1$Column3:F1$Row47            -0.0088750  0.0427829  -0.207 0.835696    
## F1$Column4:F1$Row47            -0.0720000  0.0444612  -1.619 0.105604    
## F1$Column2:F1$Row48             0.0557083  0.0476410   1.169 0.242480    
## F1$Column3:F1$Row48             0.0554583  0.0427829   1.296 0.195108    
## F1$Column4:F1$Row48                    NA         NA      NA       NA    
## F1$Column2:F1$Row49             0.0867083  0.0444612   1.950 0.051364 .  
## F1$Column3:F1$Row49             0.0757083  0.0444612   1.703 0.088843 .  
## F1$Column4:F1$Row49            -0.0220000  0.0444612  -0.495 0.620815    
## F1$Column2:F1$Row5              0.0053750  0.0444612   0.121 0.903795    
## F1$Column3:F1$Row5              0.0280417  0.0444612   0.631 0.528347    
## F1$Column4:F1$Row5                     NA         NA      NA       NA    
## F1$Column2:F1$Row50             0.0330417  0.0401339   0.823 0.410494    
## F1$Column3:F1$Row50             0.0283750  0.0401339   0.707 0.479686    
## F1$Column4:F1$Row50                    NA         NA      NA       NA    
## F1$Column2:F1$Row6              0.0363750  0.0444612   0.818 0.413432    
## F1$Column3:F1$Row6              0.0590417  0.0444612   1.328 0.184430    
## F1$Column4:F1$Row6                     NA         NA      NA       NA    
## F1$Column2:F1$Row7             -0.0176250  0.0444612  -0.396 0.691865    
## F1$Column3:F1$Row7             -0.0432917  0.0444612  -0.974 0.330387    
## F1$Column4:F1$Row7                     NA         NA      NA       NA    
## F1$Column2:F1$Row8              0.0523750  0.0444612   1.178 0.239013    
## F1$Column3:F1$Row8              0.0443750  0.0444612   0.998 0.318434    
## F1$Column4:F1$Row8                     NA         NA      NA       NA    
## F1$Column2:F1$Row9              0.0877083  0.0444612   1.973 0.048740 *  
## F1$Column3:F1$Row9              0.0577083  0.0427829   1.349 0.177612    
## F1$Column4:F1$Row9                     NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row10 -0.0668750  0.0578228  -1.157 0.247666    
## F1$HeightM:F1$Column2:F1$Row10  0.0014028  0.0603021   0.023 0.981444    
## F1$HeightL:F1$Column3:F1$Row10  0.0237917  0.0578228   0.411 0.680804    
## F1$HeightM:F1$Column3:F1$Row10  0.0119861  0.0590755   0.203 0.839249    
## F1$HeightL:F1$Column4:F1$Row10         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row10         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row11  0.0115167  0.0534814   0.215 0.829536    
## F1$HeightM:F1$Column2:F1$Row11  0.0270000  0.0536636   0.503 0.614954    
## F1$HeightL:F1$Column3:F1$Row11 -0.0083167  0.0534814  -0.156 0.876447    
## F1$HeightM:F1$Column3:F1$Row11 -0.0255833  0.0536636  -0.477 0.633630    
## F1$HeightL:F1$Column4:F1$Row11         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row11         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row12 -0.1490417  0.0590755  -2.523 0.011756 *  
## F1$HeightM:F1$Column2:F1$Row12 -0.1149306  0.0590755  -1.945 0.051929 .  
## F1$HeightL:F1$Column3:F1$Row12 -0.0578750  0.0603021  -0.960 0.337357    
## F1$HeightM:F1$Column3:F1$Row12 -0.1142639  0.0590755  -1.934 0.053303 .  
## F1$HeightL:F1$Column4:F1$Row12         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row12         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row13  0.0392083  0.0615042   0.637 0.523917    
## F1$HeightM:F1$Column2:F1$Row13  0.1105694  0.0615042   1.798 0.072445 .  
## F1$HeightL:F1$Column3:F1$Row13  0.0197917  0.0626833   0.316 0.752250    
## F1$HeightM:F1$Column3:F1$Row13  0.0809861  0.0649774   1.246 0.212849    
## F1$HeightL:F1$Column4:F1$Row13         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row13         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row14 -0.0377917  0.0590755  -0.640 0.522467    
## F1$HeightM:F1$Column2:F1$Row14 -0.0211806  0.0590755  -0.359 0.720001    
## F1$HeightL:F1$Column3:F1$Row14 -0.0190417  0.0590755  -0.322 0.747256    
## F1$HeightM:F1$Column3:F1$Row14 -0.0299306  0.0590755  -0.507 0.612486    
## F1$HeightL:F1$Column4:F1$Row14         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row14         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row15 -0.0130417  0.0590755  -0.221 0.825311    
## F1$HeightM:F1$Column2:F1$Row15 -0.0459306  0.0590755  -0.777 0.437010    
## F1$HeightL:F1$Column3:F1$Row15  0.0480417  0.0590755   0.813 0.416236    
## F1$HeightM:F1$Column3:F1$Row15 -0.0145972  0.0590755  -0.247 0.804874    
## F1$HeightL:F1$Column4:F1$Row15         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row15         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row16  0.0693750  0.0626833   1.107 0.268603    
## F1$HeightM:F1$Column2:F1$Row16  0.0514028  0.0603021   0.852 0.394135    
## F1$HeightL:F1$Column3:F1$Row16  0.0049583  0.0626833   0.079 0.936964    
## F1$HeightM:F1$Column3:F1$Row16 -0.0155139  0.0603021  -0.257 0.797011    
## F1$HeightL:F1$Column4:F1$Row16         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row16         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row17  0.0288333  0.0640315   0.450 0.652569    
## F1$HeightM:F1$Column2:F1$Row17  0.1660833  0.0640315   2.594 0.009598 ** 
## F1$HeightL:F1$Column3:F1$Row17         NA         NA      NA       NA    
## F1$HeightM:F1$Column3:F1$Row17         NA         NA      NA       NA    
## F1$HeightL:F1$Column4:F1$Row17         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row17         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row18  0.0196250  0.0590755   0.332 0.739790    
## F1$HeightM:F1$Column2:F1$Row18  0.0779861  0.0590755   1.320 0.187028    
## F1$HeightL:F1$Column3:F1$Row18  0.0852083  0.0626833   1.359 0.174270    
## F1$HeightM:F1$Column3:F1$Row18  0.0605694  0.0603021   1.004 0.315354    
## F1$HeightL:F1$Column4:F1$Row18         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row18         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row19 -0.1247083  0.0590755  -2.111 0.034961 *  
## F1$HeightM:F1$Column2:F1$Row19 -0.0583472  0.0590755  -0.988 0.323495    
## F1$HeightL:F1$Column3:F1$Row19 -0.0313750  0.0590755  -0.531 0.595439    
## F1$HeightM:F1$Column3:F1$Row19  0.0089861  0.0590755   0.152 0.879122    
## F1$HeightL:F1$Column4:F1$Row19         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row19         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row2  -0.0586250  0.0590755  -0.992 0.321197    
## F1$HeightM:F1$Column2:F1$Row2  -0.0730139  0.0590755  -1.236 0.216701    
## F1$HeightL:F1$Column3:F1$Row2  -0.1090417  0.0590755  -1.846 0.065145 .  
## F1$HeightM:F1$Column3:F1$Row2  -0.1319306  0.0590755  -2.233 0.025700 *  
## F1$HeightL:F1$Column4:F1$Row2          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row2          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row20  0.0389583  0.0545656   0.714 0.475371    
## F1$HeightM:F1$Column2:F1$Row20  0.0553194  0.0545656   1.014 0.310857    
## F1$HeightL:F1$Column3:F1$Row20  0.0239583  0.0590755   0.406 0.685136    
## F1$HeightM:F1$Column3:F1$Row20  0.0628194  0.0590755   1.063 0.287807    
## F1$HeightL:F1$Column4:F1$Row20         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row20         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row21  0.0131250  0.0565425   0.232 0.816476    
## F1$HeightM:F1$Column2:F1$Row21 -0.0027139  0.0570581  -0.048 0.962071    
## F1$HeightL:F1$Column3:F1$Row21  0.0390417  0.0565425   0.690 0.490012    
## F1$HeightM:F1$Column3:F1$Row21 -0.0155472  0.0570581  -0.272 0.785295    
## F1$HeightL:F1$Column4:F1$Row21         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row21         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row22 -0.0416250  0.0590755  -0.705 0.481179    
## F1$HeightM:F1$Column2:F1$Row22 -0.0757639  0.0590755  -1.282 0.199896    
## F1$HeightL:F1$Column3:F1$Row22 -0.0824583  0.0590755  -1.396 0.163006    
## F1$HeightM:F1$Column3:F1$Row22 -0.1093472  0.0590755  -1.851 0.064397 .  
## F1$HeightL:F1$Column4:F1$Row22         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row22         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row23 -0.0437917  0.0590755  -0.741 0.458654    
## F1$HeightM:F1$Column2:F1$Row23 -0.0174306  0.0603021  -0.289 0.772586    
## F1$HeightL:F1$Column3:F1$Row23 -0.1037917  0.0590755  -1.757 0.079162 .  
## F1$HeightM:F1$Column3:F1$Row23 -0.1676806  0.0603021  -2.781 0.005502 ** 
## F1$HeightL:F1$Column4:F1$Row23 -0.0654333  0.0601400  -1.088 0.276787    
## F1$HeightM:F1$Column4:F1$Row23 -0.0895476  0.0607628  -1.474 0.140795    
## F1$HeightL:F1$Column2:F1$Row24 -0.0287083  0.0615042  -0.467 0.640742    
## F1$HeightM:F1$Column2:F1$Row24 -0.0254972  0.0607858  -0.419 0.674948    
## F1$HeightL:F1$Column3:F1$Row24 -0.0610417  0.0590755  -1.033 0.301662    
## F1$HeightM:F1$Column3:F1$Row24 -0.0603306  0.0583271  -1.034 0.301164    
## F1$HeightL:F1$Column4:F1$Row24         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row24         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row25  0.0108750  0.0590755   0.184 0.853974    
## F1$HeightM:F1$Column2:F1$Row25  0.0502361  0.0590755   0.850 0.395273    
## F1$HeightL:F1$Column3:F1$Row25  0.0639583  0.0590755   1.083 0.279160    
## F1$HeightM:F1$Column3:F1$Row25  0.0545694  0.0590755   0.924 0.355799    
## F1$HeightL:F1$Column4:F1$Row25         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row25         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row26 -0.0544583  0.0638407  -0.853 0.393795    
## F1$HeightM:F1$Column2:F1$Row26  0.0036528  0.0638407   0.057 0.954381    
## F1$HeightL:F1$Column3:F1$Row26 -0.0326250  0.0615042  -0.530 0.595889    
## F1$HeightM:F1$Column3:F1$Row26 -0.0002639  0.0615042  -0.004 0.996577    
## F1$HeightL:F1$Column4:F1$Row26         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row26         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row27  0.0397917  0.0590755   0.674 0.500701    
## F1$HeightM:F1$Column2:F1$Row27  0.0329028  0.0590755   0.557 0.577648    
## F1$HeightL:F1$Column3:F1$Row27 -0.0033750  0.0615042  -0.055 0.956247    
## F1$HeightM:F1$Column3:F1$Row27 -0.0310139  0.0615042  -0.504 0.614166    
## F1$HeightL:F1$Column4:F1$Row27         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row27         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row28 -0.0864583  0.0590755  -1.464 0.143563    
## F1$HeightM:F1$Column2:F1$Row28 -0.0665972  0.0590755  -1.127 0.259811    
## F1$HeightL:F1$Column3:F1$Row28 -0.1129583  0.0590755  -1.912 0.056080 .  
## F1$HeightM:F1$Column3:F1$Row28 -0.0600972  0.0590755  -1.017 0.309200    
## F1$HeightL:F1$Column4:F1$Row28         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row28         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row29  0.0395417  0.0578228   0.684 0.494196    
## F1$HeightM:F1$Column2:F1$Row29  0.0212361  0.0590755   0.359 0.719298    
## F1$HeightL:F1$Column3:F1$Row29  0.0203750  0.0590755   0.345 0.730226    
## F1$HeightM:F1$Column3:F1$Row29  0.0045694  0.0615042   0.074 0.940787    
## F1$HeightL:F1$Column4:F1$Row29         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row29         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row3  -0.0561250  0.0590755  -0.950 0.342258    
## F1$HeightM:F1$Column2:F1$Row3  -0.0137639  0.0590755  -0.233 0.815807    
## F1$HeightL:F1$Column3:F1$Row3   0.0103750  0.0590755   0.176 0.860617    
## F1$HeightM:F1$Column3:F1$Row3  -0.0195139  0.0590755  -0.330 0.741210    
## F1$HeightL:F1$Column4:F1$Row3          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row3          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row30  0.0162917  0.0603021   0.270 0.787074    
## F1$HeightM:F1$Column2:F1$Row30  0.0310694  0.0615042   0.505 0.613531    
## F1$HeightL:F1$Column3:F1$Row30  0.0572917  0.0590755   0.970 0.332322    
## F1$HeightM:F1$Column3:F1$Row30  0.0393194  0.0603021   0.652 0.514488    
## F1$HeightL:F1$Column4:F1$Row30         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row30         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row31  0.0048452  0.0541809   0.089 0.928756    
## F1$HeightM:F1$Column2:F1$Row31  0.0376111  0.0545656   0.689 0.490767    
## F1$HeightL:F1$Column3:F1$Row31  0.0838452  0.0541809   1.548 0.121982    
## F1$HeightM:F1$Column3:F1$Row31  0.0141111  0.0545656   0.259 0.795978    
## F1$HeightL:F1$Column4:F1$Row31         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row31         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row32 -0.0529583  0.0590755  -0.896 0.370175    
## F1$HeightM:F1$Column2:F1$Row32 -0.0195972  0.0590755  -0.332 0.740144    
## F1$HeightL:F1$Column3:F1$Row32 -0.0820417  0.0590755  -1.389 0.165141    
## F1$HeightM:F1$Column3:F1$Row32 -0.0984306  0.0590755  -1.666 0.095915 .  
## F1$HeightL:F1$Column4:F1$Row32 -0.0339333  0.0601400  -0.564 0.572688    
## F1$HeightM:F1$Column4:F1$Row32 -0.0435476  0.0595457  -0.731 0.464707    
## F1$HeightL:F1$Column2:F1$Row33 -0.0873750  0.0590755  -1.479 0.139369    
## F1$HeightM:F1$Column2:F1$Row33 -0.0885139  0.0590755  -1.498 0.134290    
## F1$HeightL:F1$Column3:F1$Row33  0.0045417  0.0590755   0.077 0.938731    
## F1$HeightM:F1$Column3:F1$Row33 -0.0123472  0.0590755  -0.209 0.834475    
## F1$HeightL:F1$Column4:F1$Row33         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row33         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row34  0.0269583  0.0590755   0.456 0.648223    
## F1$HeightM:F1$Column2:F1$Row34 -0.0054306  0.0590755  -0.092 0.926771    
## F1$HeightL:F1$Column3:F1$Row34 -0.0210417  0.0590755  -0.356 0.721761    
## F1$HeightM:F1$Column3:F1$Row34 -0.0431806  0.0590755  -0.731 0.464947    
## F1$HeightL:F1$Column4:F1$Row34 -0.0334333  0.0601400  -0.556 0.578356    
## F1$HeightM:F1$Column4:F1$Row34 -0.0090476  0.0595457  -0.152 0.879254    
## F1$HeightL:F1$Column2:F1$Row35  0.0412917  0.0578228   0.714 0.475288    
## F1$HeightM:F1$Column2:F1$Row35  0.0446528  0.0578228   0.772 0.440114    
## F1$HeightL:F1$Column3:F1$Row35  0.0772917  0.0578228   1.337 0.181552    
## F1$HeightM:F1$Column3:F1$Row35  0.0554028  0.0578228   0.958 0.338165    
## F1$HeightL:F1$Column4:F1$Row35  0.0100667  0.0589100   0.171 0.864343    
## F1$HeightM:F1$Column4:F1$Row35 -0.0262976  0.0583032  -0.451 0.652028    
## F1$HeightL:F1$Column2:F1$Row36 -0.0405417  0.0603021  -0.672 0.501505    
## F1$HeightM:F1$Column2:F1$Row36 -0.0030139  0.0590755  -0.051 0.959319    
## F1$HeightL:F1$Column3:F1$Row36 -0.0691250  0.0603021  -1.146 0.251875    
## F1$HeightM:F1$Column3:F1$Row36 -0.0650972  0.0590755  -1.102 0.270692    
## F1$HeightL:F1$Column4:F1$Row36         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row36         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row37 -0.0014583  0.0603021  -0.024 0.980710    
## F1$HeightM:F1$Column2:F1$Row37 -0.0490139  0.0590755  -0.830 0.406869    
## F1$HeightL:F1$Column3:F1$Row37  0.0175417  0.0603021   0.291 0.771176    
## F1$HeightM:F1$Column3:F1$Row37 -0.0525139  0.0590755  -0.889 0.374204    
## F1$HeightL:F1$Column4:F1$Row37         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row37         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row38 -0.0467083  0.0603021  -0.775 0.438731    
## F1$HeightM:F1$Column2:F1$Row38 -0.1388472  0.0615042  -2.258 0.024139 *  
## F1$HeightL:F1$Column3:F1$Row38  0.0097083  0.0615042   0.158 0.874601    
## F1$HeightM:F1$Column3:F1$Row38 -0.0988472  0.0626833  -1.577 0.115052    
## F1$HeightL:F1$Column4:F1$Row38         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row38         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row39 -0.0482917  0.0590755  -0.817 0.413815    
## F1$HeightM:F1$Column2:F1$Row39 -0.0319306  0.0590755  -0.541 0.588941    
## F1$HeightL:F1$Column3:F1$Row39 -0.0521250  0.0590755  -0.882 0.377751    
## F1$HeightM:F1$Column3:F1$Row39 -0.0632639  0.0590755  -1.071 0.284411    
## F1$HeightL:F1$Column4:F1$Row39         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row39         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row4  -0.0302917  0.0578228  -0.524 0.600457    
## F1$HeightM:F1$Column2:F1$Row4  -0.0706806  0.0590755  -1.196 0.231739    
## F1$HeightL:F1$Column3:F1$Row4   0.0017917  0.0578228   0.031 0.975286    
## F1$HeightM:F1$Column3:F1$Row4  -0.1005972  0.0590755  -1.703 0.088831 .  
## F1$HeightL:F1$Column4:F1$Row4          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row4          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row40 -0.0112083  0.0590755  -0.190 0.849551    
## F1$HeightM:F1$Column2:F1$Row40  0.0529028  0.0590755   0.896 0.370677    
## F1$HeightL:F1$Column3:F1$Row40 -0.0725417  0.0590755  -1.228 0.219686    
## F1$HeightM:F1$Column3:F1$Row40 -0.0294306  0.0590755  -0.498 0.618436    
## F1$HeightL:F1$Column4:F1$Row40         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row40         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row41 -0.1230060  0.0561713  -2.190 0.028711 *  
## F1$HeightM:F1$Column2:F1$Row41 -0.0775972  0.0565425  -1.372 0.170182    
## F1$HeightL:F1$Column3:F1$Row41 -0.0660060  0.0561713  -1.175 0.240174    
## F1$HeightM:F1$Column3:F1$Row41 -0.0345972  0.0565425  -0.612 0.540723    
## F1$HeightL:F1$Column4:F1$Row41 -0.0729810  0.0610034  -1.196 0.231778    
## F1$HeightM:F1$Column4:F1$Row41 -0.0512976  0.0607628  -0.844 0.398696    
## F1$HeightL:F1$Column2:F1$Row42 -0.0598750  0.0603021  -0.993 0.320933    
## F1$HeightM:F1$Column2:F1$Row42  0.0170528  0.0583271   0.292 0.770054    
## F1$HeightL:F1$Column3:F1$Row42 -0.1101250  0.0603021  -1.826 0.068043 .  
## F1$HeightM:F1$Column3:F1$Row42 -0.0409472  0.0583271  -0.702 0.482786    
## F1$HeightL:F1$Column4:F1$Row42         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row42         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row43 -0.0454583  0.0590755  -0.769 0.441737    
## F1$HeightM:F1$Column2:F1$Row43  0.0139028  0.0590755   0.235 0.813982    
## F1$HeightL:F1$Column3:F1$Row43  0.0495417  0.0615042   0.806 0.420677    
## F1$HeightM:F1$Column3:F1$Row43  0.0164028  0.0626833   0.262 0.793612    
## F1$HeightL:F1$Column4:F1$Row43         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row43         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row44  0.0234583  0.0615042   0.381 0.702961    
## F1$HeightM:F1$Column2:F1$Row44  0.0453194  0.0615042   0.737 0.461344    
## F1$HeightL:F1$Column3:F1$Row44 -0.0163750  0.0615042  -0.266 0.790095    
## F1$HeightM:F1$Column3:F1$Row44 -0.0250139  0.0615042  -0.407 0.684293    
## F1$HeightL:F1$Column4:F1$Row44         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row44         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row45 -0.0554583  0.0590755  -0.939 0.348021    
## F1$HeightM:F1$Column2:F1$Row45  0.0566528  0.0590755   0.959 0.337740    
## F1$HeightL:F1$Column3:F1$Row45 -0.0379583  0.0590755  -0.643 0.520635    
## F1$HeightM:F1$Column3:F1$Row45  0.0149861  0.0603021   0.249 0.803773    
## F1$HeightL:F1$Column4:F1$Row45 -0.0651000  0.0601400  -1.082 0.279240    
## F1$HeightM:F1$Column4:F1$Row45  0.0060357  0.0595457   0.101 0.919278    
## F1$HeightL:F1$Column2:F1$Row46  0.0095417  0.0626833   0.152 0.879037    
## F1$HeightM:F1$Column2:F1$Row46  0.0162194  0.0607858   0.267 0.789642    
## F1$HeightL:F1$Column3:F1$Row46  0.0631250  0.0626833   1.007 0.314098    
## F1$HeightM:F1$Column3:F1$Row46  0.0630528  0.0607858   1.037 0.299789    
## F1$HeightL:F1$Column4:F1$Row46  0.0770667  0.0636876   1.210 0.226468    
## F1$HeightM:F1$Column4:F1$Row46  0.0307690  0.0612429   0.502 0.615463    
## F1$HeightL:F1$Column2:F1$Row47 -0.0609583  0.0590755  -1.032 0.302322    
## F1$HeightM:F1$Column2:F1$Row47  0.0101528  0.0590755   0.172 0.863573    
## F1$HeightL:F1$Column3:F1$Row47  0.0365417  0.0578228   0.632 0.527523    
## F1$HeightM:F1$Column3:F1$Row47  0.0259861  0.0590755   0.440 0.660096    
## F1$HeightL:F1$Column4:F1$Row47  0.0057333  0.0613453   0.093 0.925552    
## F1$HeightM:F1$Column4:F1$Row47  0.0140357  0.0595457   0.236 0.813692    
## F1$HeightL:F1$Column2:F1$Row48 -0.0222917  0.0615042  -0.362 0.717081    
## F1$HeightM:F1$Column2:F1$Row48 -0.0404306  0.0615042  -0.657 0.511063    
## F1$HeightL:F1$Column3:F1$Row48 -0.0377417  0.0570581  -0.661 0.508433    
## F1$HeightM:F1$Column3:F1$Row48 -0.0682639  0.0590755  -1.156 0.248080    
## F1$HeightL:F1$Column4:F1$Row48         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row48         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row49 -0.0830417  0.0590755  -1.406 0.160053    
## F1$HeightM:F1$Column2:F1$Row49 -0.0199306  0.0590755  -0.337 0.735888    
## F1$HeightL:F1$Column3:F1$Row49 -0.0735417  0.0590755  -1.245 0.213399    
## F1$HeightM:F1$Column3:F1$Row49 -0.0699306  0.0590755  -1.184 0.236726    
## F1$HeightL:F1$Column4:F1$Row49 -0.0811000  0.0601400  -1.349 0.177723    
## F1$HeightM:F1$Column4:F1$Row49  0.0067857  0.0595457   0.114 0.909288    
## F1$HeightL:F1$Column2:F1$Row5   0.0352083  0.0603021   0.584 0.559411    
## F1$HeightM:F1$Column2:F1$Row5  -0.0220972  0.0590755  -0.374 0.708427    
## F1$HeightL:F1$Column3:F1$Row5   0.0277917  0.0603021   0.461 0.644965    
## F1$HeightM:F1$Column3:F1$Row5  -0.0732639  0.0590755  -1.240 0.215132    
## F1$HeightL:F1$Column4:F1$Row5          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row5          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row50  0.0069750  0.0534814   0.130 0.896255    
## F1$HeightM:F1$Column2:F1$Row50  0.0394504  0.0541809   0.728 0.466667    
## F1$HeightL:F1$Column3:F1$Row50  0.0133917  0.0534814   0.250 0.802318    
## F1$HeightM:F1$Column3:F1$Row50  0.0036171  0.0541809   0.067 0.946784    
## F1$HeightL:F1$Column4:F1$Row50         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row50         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row6   0.0130417  0.0590755   0.221 0.825311    
## F1$HeightM:F1$Column2:F1$Row6  -0.0045972  0.0590755  -0.078 0.937983    
## F1$HeightL:F1$Column3:F1$Row6  -0.0543750  0.0590755  -0.920 0.357515    
## F1$HeightM:F1$Column3:F1$Row6  -0.1042639  0.0590755  -1.765 0.077808 .  
## F1$HeightL:F1$Column4:F1$Row6          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row6          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row7  -0.0152083  0.0590755  -0.257 0.796880    
## F1$HeightM:F1$Column2:F1$Row7   0.0061528  0.0590755   0.104 0.917065    
## F1$HeightL:F1$Column3:F1$Row7   0.0267083  0.0590755   0.452 0.651268    
## F1$HeightM:F1$Column3:F1$Row7  -0.0416806  0.0590755  -0.706 0.480594    
## F1$HeightL:F1$Column4:F1$Row7          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row7          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row8  -0.1012083  0.0590755  -1.713 0.086911 .  
## F1$HeightM:F1$Column2:F1$Row8  -0.0555972  0.0590755  -0.941 0.346815    
## F1$HeightL:F1$Column3:F1$Row8  -0.0634583  0.0590755  -1.074 0.282934    
## F1$HeightM:F1$Column3:F1$Row8  -0.0478472  0.0590755  -0.810 0.418125    
## F1$HeightL:F1$Column4:F1$Row8          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row8          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row9  -0.1150417  0.0590755  -1.947 0.051703 .  
## F1$HeightM:F1$Column2:F1$Row9  -0.0501806  0.0590755  -0.849 0.395796    
## F1$HeightL:F1$Column3:F1$Row9  -0.0382917  0.0578228  -0.662 0.507944    
## F1$HeightM:F1$Column3:F1$Row9  -0.0401806  0.0578228  -0.695 0.487247    
## F1$HeightL:F1$Column4:F1$Row9          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row9          NA         NA      NA       NA    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.04192 on 1315 degrees of freedom
## Multiple R-squared:  0.3447, Adjusted R-squared:  0.1075 
## F-statistic: 1.453 on 476 and 1315 DF,  p-value: 1.827e-07
## Analysis of Variance Table
## 
## Response: F1$Anth
##                    Df  Sum Sq   Mean Sq F value    Pr(>F)    
## F1$Height           2 0.05255 0.0262759 14.2135 7.586e-07 ***
## F1$Row             49 0.23404 0.0047763  2.5837 2.178e-08 ***
## F1$Height:F1$Row   98 0.20394 0.0020810  1.1257    0.1942    
## Residuals        1642 3.03551 0.0018487                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Anth ~ F1$Height * F1$Row)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.11042 -0.02667 -0.00054  0.02583  0.32750 
## 
## Coefficients:
##                       Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          0.1091429  0.0114912   9.498   <2e-16 ***
## F1$HeightL           0.0009160  0.0155175   0.059   0.9529    
## F1$HeightM          -0.0059076  0.0155175  -0.381   0.7035    
## F1$Row10             0.0092571  0.0178021   0.520   0.6031    
## F1$Row11             0.0067143  0.0162510   0.413   0.6795    
## F1$Row12            -0.0021429  0.0183699  -0.117   0.9072    
## F1$Row13             0.0109821  0.0190560   0.576   0.5645    
## F1$Row14            -0.0075873  0.0183699  -0.413   0.6796    
## F1$Row15            -0.0083651  0.0183699  -0.455   0.6489    
## F1$Row16            -0.0024762  0.0183699  -0.135   0.8928    
## F1$Row17             0.0463571  0.0209799   2.210   0.0273 *  
## F1$Row18             0.0005238  0.0183699   0.029   0.9773    
## F1$Row19            -0.0162540  0.0183699  -0.885   0.3764    
## F1$Row2              0.0298571  0.0183699   1.625   0.1043    
## F1$Row20            -0.0160595  0.0169146  -0.949   0.3425    
## F1$Row21            -0.0161429  0.0178021  -0.907   0.3646    
## F1$Row22            -0.0229206  0.0183699  -1.248   0.2123    
## F1$Row23            -0.0044762  0.0169146  -0.265   0.7913    
## F1$Row24             0.0022321  0.0190560   0.117   0.9068    
## F1$Row25            -0.0318095  0.0183699  -1.732   0.0835 .  
## F1$Row26            -0.0124286  0.0199033  -0.624   0.5324    
## F1$Row27            -0.0202679  0.0190560  -1.064   0.2877    
## F1$Row28            -0.0264762  0.0183699  -1.441   0.1497    
## F1$Row29            -0.0077429  0.0178021  -0.435   0.6637    
## F1$Row3              0.0083016  0.0183699   0.452   0.6514    
## F1$Row30            -0.0065873  0.0183699  -0.359   0.7199    
## F1$Row31            -0.0139286  0.0162510  -0.857   0.3915    
## F1$Row32             0.0192738  0.0169146   1.139   0.2547    
## F1$Row33            -0.0232540  0.0183699  -1.266   0.2057    
## F1$Row34            -0.0053095  0.0169146  -0.314   0.7536    
## F1$Row35             0.0036264  0.0165606   0.219   0.8267    
## F1$Row36            -0.0355873  0.0183699  -1.937   0.0529 .  
## F1$Row37             0.0103016  0.0183699   0.561   0.5750    
## F1$Row38            -0.0342540  0.0183699  -1.865   0.0624 .  
## F1$Row39             0.0138571  0.0183699   0.754   0.4508    
## F1$Row4              0.0117571  0.0178021   0.660   0.5091    
## F1$Row40            -0.0310317  0.0183699  -1.689   0.0914 .  
## F1$Row41            -0.0213095  0.0169146  -1.260   0.2079    
## F1$Row42            -0.0334762  0.0183699  -1.822   0.0686 .  
## F1$Row43             0.0271071  0.0190560   1.423   0.1551    
## F1$Row44            -0.0195179  0.0190560  -1.024   0.3059    
## F1$Row45            -0.0196429  0.0169146  -1.161   0.2457    
## F1$Row46             0.0028571  0.0173236   0.165   0.8690    
## F1$Row47            -0.0119890  0.0165606  -0.724   0.4692    
## F1$Row48            -0.0084762  0.0183699  -0.461   0.6446    
## F1$Row49             0.0127738  0.0169146   0.755   0.4502    
## F1$Row5              0.0120794  0.0183699   0.658   0.5109    
## F1$Row50            -0.0132017  0.0155175  -0.851   0.3950    
## F1$Row6             -0.0069206  0.0183699  -0.377   0.7064    
## F1$Row7              0.0276349  0.0183699   1.504   0.1327    
## F1$Row8              0.0295238  0.0183699   1.607   0.1082    
## F1$Row9              0.0076571  0.0178021   0.430   0.6672    
## F1$HeightL:F1$Row10  0.0091840  0.0240773   0.381   0.7029    
## F1$HeightM:F1$Row10 -0.0260924  0.0247088  -1.056   0.2911    
## F1$HeightL:F1$Row11 -0.0031620  0.0218070  -0.145   0.8847    
## F1$HeightM:F1$Row11 -0.0038319  0.0219450  -0.175   0.8614    
## F1$HeightL:F1$Row12 -0.0151887  0.0247843  -0.613   0.5401    
## F1$HeightM:F1$Row12 -0.0081758  0.0245001  -0.334   0.7386    
## F1$HeightL:F1$Row13 -0.0061319  0.0252970  -0.242   0.8085    
## F1$HeightM:F1$Row13 -0.0258174  0.0256270  -1.007   0.3139    
## F1$HeightL:F1$Row14 -0.0248049  0.0245001  -1.012   0.3115    
## F1$HeightM:F1$Row14 -0.0053147  0.0245001  -0.217   0.8283    
## F1$HeightL:F1$Row15 -0.0303604  0.0245001  -1.239   0.2155    
## F1$HeightM:F1$Row15 -0.0108702  0.0245001  -0.444   0.6573    
## F1$HeightL:F1$Row16 -0.0289826  0.0251210  -1.154   0.2488    
## F1$HeightM:F1$Row16  0.0047864  0.0247843   0.193   0.8469    
## F1$HeightL:F1$Row17 -0.0325410  0.0279282  -1.165   0.2441    
## F1$HeightM:F1$Row17 -0.0702174  0.0279282  -2.514   0.0120 *  
## F1$HeightL:F1$Row18 -0.0369826  0.0251210  -1.472   0.1412    
## F1$HeightM:F1$Row18 -0.0169409  0.0247843  -0.684   0.4944    
## F1$HeightL:F1$Row19 -0.0209715  0.0245001  -0.856   0.3921    
## F1$HeightM:F1$Row19  0.0026853  0.0245001   0.110   0.9127    
## F1$HeightL:F1$Row2  -0.0346660  0.0245001  -1.415   0.1573    
## F1$HeightM:F1$Row2  -0.0205091  0.0245001  -0.837   0.4027    
## F1$HeightL:F1$Row20  0.0111882  0.0225918   0.495   0.6205    
## F1$HeightM:F1$Row20  0.0417617  0.0225918   1.849   0.0647 .  
## F1$HeightL:F1$Row21 -0.0005588  0.0236158  -0.024   0.9811    
## F1$HeightM:F1$Row21  0.0070614  0.0238299   0.296   0.7670    
## F1$HeightL:F1$Row22 -0.0159715  0.0245001  -0.652   0.5146    
## F1$HeightM:F1$Row22  0.0195187  0.0245001   0.797   0.4258    
## F1$HeightL:F1$Row23 -0.0212701  0.0225918  -0.941   0.3466    
## F1$HeightM:F1$Row23 -0.0022924  0.0227616  -0.101   0.9198    
## F1$HeightL:F1$Row24 -0.0063743  0.0250186  -0.255   0.7989    
## F1$HeightM:F1$Row24 -0.0289290  0.0247806  -1.167   0.2432    
## F1$HeightL:F1$Row25  0.0079174  0.0245001   0.323   0.7466    
## F1$HeightM:F1$Row25  0.0079909  0.0245001   0.326   0.7443    
## F1$HeightL:F1$Row26 -0.0202136  0.0256699  -0.787   0.4311    
## F1$HeightM:F1$Row26  0.0030266  0.0256699   0.118   0.9062    
## F1$HeightL:F1$Row27 -0.0047076  0.0250186  -0.188   0.8508    
## F1$HeightM:F1$Row27 -0.0006341  0.0250186  -0.025   0.9798    
## F1$HeightL:F1$Row28  0.0107507  0.0245001   0.439   0.6609    
## F1$HeightM:F1$Row28 -0.0034258  0.0245001  -0.140   0.8888    
## F1$HeightL:F1$Row29 -0.0395660  0.0240773  -1.643   0.1005    
## F1$HeightM:F1$Row29 -0.0009924  0.0247088  -0.040   0.9680    
## F1$HeightL:F1$Row3   0.0113063  0.0245001   0.461   0.6445    
## F1$HeightM:F1$Row3   0.0072965  0.0245001   0.298   0.7659    
## F1$HeightL:F1$Row30 -0.0048352  0.0247843  -0.195   0.8453    
## F1$HeightM:F1$Row30 -0.0106480  0.0251210  -0.424   0.6717    
## F1$HeightL:F1$Row31 -0.0167969  0.0222729  -0.754   0.4509    
## F1$HeightM:F1$Row31 -0.0087353  0.0224697  -0.389   0.6975    
## F1$HeightL:F1$Row32 -0.0443326  0.0225918  -1.962   0.0499 *  
## F1$HeightM:F1$Row32 -0.0339466  0.0225918  -1.503   0.1331    
## F1$HeightL:F1$Row33  0.0232785  0.0245001   0.950   0.3422    
## F1$HeightM:F1$Row33  0.0251020  0.0245001   1.025   0.3057    
## F1$HeightL:F1$Row34  0.0031882  0.0225918   0.141   0.8878    
## F1$HeightM:F1$Row34 -0.0010508  0.0225918  -0.047   0.9629    
## F1$HeightL:F1$Row35 -0.0273727  0.0223280  -1.226   0.2204    
## F1$HeightM:F1$Row35 -0.0300492  0.0223280  -1.346   0.1786    
## F1$HeightL:F1$Row36  0.0310739  0.0247843   1.254   0.2101    
## F1$HeightM:F1$Row36  0.0061853  0.0245001   0.252   0.8007    
## F1$HeightL:F1$Row37 -0.0041786  0.0247843  -0.169   0.8661    
## F1$HeightM:F1$Row37 -0.0203702  0.0245001  -0.831   0.4058    
## F1$HeightL:F1$Row38  0.0070285  0.0245001   0.287   0.7742    
## F1$HeightM:F1$Row38  0.0081187  0.0251210   0.323   0.7466    
## F1$HeightL:F1$Row39 -0.0354160  0.0245001  -1.446   0.1485    
## F1$HeightM:F1$Row39 -0.0280924  0.0245001  -1.147   0.2517    
## F1$HeightL:F1$Row4   0.0025174  0.0240773   0.105   0.9167    
## F1$HeightM:F1$Row4  -0.0259924  0.0243664  -1.067   0.2862    
## F1$HeightL:F1$Row40  0.0203063  0.0245001   0.829   0.4073    
## F1$HeightM:F1$Row40  0.0113798  0.0245001   0.464   0.6424    
## F1$HeightL:F1$Row41 -0.0093604  0.0223059  -0.420   0.6748    
## F1$HeightM:F1$Row41 -0.0017493  0.0224409  -0.078   0.9379    
## F1$HeightL:F1$Row42  0.0096901  0.0247843   0.391   0.6959    
## F1$HeightM:F1$Row42  0.0271640  0.0242571   1.120   0.2629    
## F1$HeightL:F1$Row43 -0.0341660  0.0250186  -1.366   0.1722    
## F1$HeightM:F1$Row43 -0.0383424  0.0252970  -1.516   0.1298    
## F1$HeightL:F1$Row44 -0.0071243  0.0250186  -0.285   0.7759    
## F1$HeightM:F1$Row44 -0.0151341  0.0250186  -0.605   0.5453    
## F1$HeightL:F1$Row45  0.0150215  0.0225918   0.665   0.5062    
## F1$HeightM:F1$Row45  0.0215409  0.0227616   0.946   0.3441    
## F1$HeightL:F1$Row46 -0.0127160  0.0230672  -0.551   0.5815    
## F1$HeightM:F1$Row46 -0.0425630  0.0227508  -1.871   0.0615 .  
## F1$HeightL:F1$Row47 -0.0047365  0.0224998  -0.211   0.8333    
## F1$HeightM:F1$Row47 -0.0123796  0.0224998  -0.550   0.5823    
## F1$HeightL:F1$Row48 -0.0148134  0.0242571  -0.611   0.5415    
## F1$HeightM:F1$Row48 -0.0011227  0.0247843  -0.045   0.9639    
## F1$HeightL:F1$Row49 -0.0222701  0.0225918  -0.986   0.3244    
## F1$HeightM:F1$Row49 -0.0178216  0.0225918  -0.789   0.4303    
## F1$HeightL:F1$Row5  -0.0255927  0.0247843  -1.033   0.3019    
## F1$HeightM:F1$Row5  -0.0017313  0.0245001  -0.071   0.9437    
## F1$HeightL:F1$Row50  0.0097619  0.0209182   0.467   0.6408    
## F1$HeightM:F1$Row50 -0.0149284  0.0211385  -0.706   0.4802    
## F1$HeightL:F1$Row6   0.0201118  0.0245001   0.821   0.4118    
## F1$HeightM:F1$Row6   0.0214353  0.0245001   0.875   0.3818    
## F1$HeightL:F1$Row7  -0.0229437  0.0245001  -0.936   0.3492    
## F1$HeightM:F1$Row7  -0.0400369  0.0245001  -1.634   0.1024    
## F1$HeightL:F1$Row8  -0.0279993  0.0245001  -1.143   0.2533    
## F1$HeightM:F1$Row8  -0.0370091  0.0245001  -1.511   0.1311    
## F1$HeightL:F1$Row9  -0.0133826  0.0240773  -0.556   0.5784    
## F1$HeightM:F1$Row9  -0.0200591  0.0240773  -0.833   0.4049    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.043 on 1642 degrees of freedom
## Multiple R-squared:  0.1391, Adjusted R-squared:  0.061 
## F-statistic: 1.781 on 149 and 1642 DF,  p-value: 9.888e-08
## Analysis of Variance Table
## 
## Response: F1$Chl
##                              Df Sum Sq Mean Sq F value    Pr(>F)    
## F1$Height                     2    853  426.30  2.0422  0.130152    
## F1$Column                     3   1577  525.57  2.5178  0.056677 .  
## F1$Row                       49  21813  445.16  2.1326 1.244e-05 ***
## F1$Height:F1$Column           6   1282  213.61  1.0233  0.408244    
## F1$Height:F1$Row             98  27033  275.85  1.3215  0.022708 *  
## F1$Column:F1$Row            106  24037  226.77  1.0863  0.265386    
## F1$Height:F1$Column:F1$Row  212  59670  281.46  1.3484  0.001427 ** 
## Residuals                  1315 274499  208.74                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Chl ~ F1$Height * F1$Column * F1$Row)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -39.120  -8.173   0.611   9.071  35.808 
## 
## Coefficients: (123 not defined because of singularities)
##                                 Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     43.55900    5.10814   8.527  < 2e-16 ***
## F1$HeightL                     -14.31022    7.02047  -2.038 0.041714 *  
## F1$HeightM                     -11.88889    7.02047  -1.693 0.090605 .  
## F1$Column2                      -7.24633    9.78134  -0.741 0.458928    
## F1$Column3                     -10.15133    9.78134  -1.038 0.299542    
## F1$Column4                      -4.95525    9.78134  -0.507 0.612519    
## F1$Row10                       -11.01125    8.84756  -1.245 0.213518    
## F1$Row11                       -25.25675    7.22400  -3.496 0.000488 ***
## F1$Row12                         3.02567    9.78134   0.309 0.757119    
## F1$Row13                       -16.12800   11.42215  -1.412 0.158188    
## F1$Row14                        -6.58767    9.78134  -0.673 0.500752    
## F1$Row15                         5.63067    9.78134   0.576 0.564948    
## F1$Row16                        -8.31933    9.78134  -0.851 0.395185    
## F1$Row17                         8.59133   11.79674   0.728 0.466572    
## F1$Row18                       -18.66800    9.78134  -1.909 0.056540 .  
## F1$Row19                       -14.45133    9.78134  -1.477 0.139798    
## F1$Row2                        -15.41900    9.78134  -1.576 0.115181    
## F1$Row20                       -14.67033    9.78134  -1.500 0.133899    
## F1$Row21                        -9.02400    8.84756  -1.020 0.307943    
## F1$Row22                       -21.62233    9.78134  -2.211 0.027237 *  
## F1$Row23                       -10.57300    9.78134  -1.081 0.279924    
## F1$Row24                       -13.99667    9.78134  -1.431 0.152681    
## F1$Row25                       -23.96133    9.78134  -2.450 0.014427 *  
## F1$Row26                        -7.37650   11.42215  -0.646 0.518517    
## F1$Row27                        -9.38367    9.78134  -0.959 0.337562    
## F1$Row28                       -16.80833    9.78134  -1.718 0.085958 .  
## F1$Row29                        -9.87900    9.78134  -1.010 0.312689    
## F1$Row3                        -25.03033    9.78134  -2.559 0.010609 *  
## F1$Row30                       -25.84200    9.78134  -2.642 0.008340 ** 
## F1$Row31                       -15.66987    7.22400  -2.169 0.030251 *  
## F1$Row32                        -2.21033    9.78134  -0.226 0.821256    
## F1$Row33                       -19.93567    9.78134  -2.038 0.041737 *  
## F1$Row34                        -0.15867    9.78134  -0.016 0.987060    
## F1$Row35                       -10.74075    8.84756  -1.214 0.224974    
## F1$Row36                        -4.22167    9.78134  -0.432 0.666100    
## F1$Row37                       -12.60100    9.78134  -1.288 0.197879    
## F1$Row38                        -4.37800   11.42215  -0.383 0.701566    
## F1$Row39                        -8.52333    9.78134  -0.871 0.383702    
## F1$Row4                         -0.38775    8.84756  -0.044 0.965050    
## F1$Row40                       -29.62900    9.78134  -3.029 0.002500 ** 
## F1$Row41                         3.45450    8.84756   0.390 0.696269    
## F1$Row42                         3.16567    9.78134   0.324 0.746260    
## F1$Row43                       -16.10800    9.78134  -1.647 0.099836 .  
## F1$Row44                         5.27250   11.42215   0.462 0.644442    
## F1$Row45                       -12.71667    9.78134  -1.300 0.193797    
## F1$Row46                       -19.19950   11.42215  -1.681 0.093020 .  
## F1$Row47                       -13.71000    9.78134  -1.402 0.161256    
## F1$Row48                        -2.85533    9.78134  -0.292 0.770397    
## F1$Row49                         8.19833    9.78134   0.838 0.402093    
## F1$Row5                        -15.90100    9.78134  -1.626 0.104265    
## F1$Row50                        -2.76275    7.22400  -0.382 0.702197    
## F1$Row6                         -4.46200    9.78134  -0.456 0.648340    
## F1$Row7                        -34.02533    9.78134  -3.479 0.000521 ***
## F1$Row8                        -12.87233    9.78134  -1.316 0.188400    
## F1$Row9                          1.20967    9.78134   0.124 0.901595    
## F1$HeightL:F1$Column2           12.02281   13.07879   0.919 0.358128    
## F1$HeightM:F1$Column2           28.16897   13.07879   2.154 0.031438 *  
## F1$HeightL:F1$Column3           13.99906   13.07879   1.070 0.284652    
## F1$HeightM:F1$Column3            9.60747   13.07879   0.735 0.462724    
## F1$HeightL:F1$Column4            5.88848   13.64297   0.432 0.666094    
## F1$HeightM:F1$Column4            6.65239   13.32972   0.499 0.617817    
## F1$HeightL:F1$Row10              3.30697   12.39594   0.267 0.789681    
## F1$HeightM:F1$Row10              1.43314   13.07879   0.110 0.912761    
## F1$HeightL:F1$Row11             26.62577    9.81094   2.714 0.006737 ** 
## F1$HeightM:F1$Row11             21.18608    9.92844   2.134 0.033037 *  
## F1$HeightL:F1$Row12             -0.73119   13.07879  -0.056 0.955424    
## F1$HeightM:F1$Row12            -14.75953   13.07879  -1.129 0.259311    
## F1$HeightL:F1$Row13             14.75822   14.34732   1.029 0.303838    
## F1$HeightM:F1$Row13             22.07964   14.34732   1.539 0.124060    
## F1$HeightL:F1$Row14             -3.88036   13.07879  -0.297 0.766749    
## F1$HeightM:F1$Row14              6.74381   13.07879   0.516 0.606200    
## F1$HeightL:F1$Row15             -6.20994   13.07879  -0.475 0.635001    
## F1$HeightM:F1$Row15             -4.33928   13.07879  -0.332 0.740108    
## F1$HeightL:F1$Row16             21.72856   14.94125   1.454 0.146111    
## F1$HeightM:F1$Row16              6.39589   13.72771   0.466 0.641357    
## F1$HeightL:F1$Row17            -14.82608   15.60563  -0.950 0.342263    
## F1$HeightM:F1$Row17             -2.05783   15.60563  -0.132 0.895111    
## F1$HeightL:F1$Row18             24.20747   13.07879   1.851 0.064409 .  
## F1$HeightM:F1$Row18             20.72264   13.07879   1.584 0.113333    
## F1$HeightL:F1$Row19             28.91431   13.07879   2.211 0.027223 *  
## F1$HeightM:F1$Row19             24.09147   13.07879   1.842 0.065696 .  
## F1$HeightL:F1$Row2              16.15072   13.07879   1.235 0.217096    
## F1$HeightM:F1$Row2               8.20139   13.07879   0.627 0.530719    
## F1$HeightL:F1$Row20             22.60206   13.07879   1.728 0.084197 .  
## F1$HeightM:F1$Row20             19.00347   13.07879   1.453 0.146463    
## F1$HeightL:F1$Row21             19.84922   11.67321   1.700 0.089291 .  
## F1$HeightM:F1$Row21             15.21089   11.96754   1.271 0.203949    
## F1$HeightL:F1$Row22             41.02006   13.07879   3.136 0.001748 ** 
## F1$HeightM:F1$Row22             27.43822   13.07879   2.098 0.036103 *  
## F1$HeightL:F1$Row23             17.61072   13.07879   1.347 0.178370    
## F1$HeightM:F1$Row23              5.26989   13.72771   0.384 0.701124    
## F1$HeightL:F1$Row24             21.46514   13.07879   1.641 0.100991    
## F1$HeightM:F1$Row24             25.82676   12.67350   2.038 0.041764 *  
## F1$HeightL:F1$Row25             22.20706   13.07879   1.698 0.089755 .  
## F1$HeightM:F1$Row25             32.28572   13.07879   2.469 0.013692 *  
## F1$HeightL:F1$Row26              2.33497   14.34732   0.163 0.870743    
## F1$HeightM:F1$Row26              1.71414   14.34732   0.119 0.904918    
## F1$HeightL:F1$Row27             18.47914   13.07879   1.413 0.157919    
## F1$HeightM:F1$Row27              1.50456   13.07879   0.115 0.908433    
## F1$HeightL:F1$Row28             36.41581   13.07879   2.784 0.005441 ** 
## F1$HeightM:F1$Row28             25.80772   13.07879   1.973 0.048676 *  
## F1$HeightL:F1$Row29              5.17872   13.07879   0.396 0.692196    
## F1$HeightM:F1$Row29              1.05456   13.72771   0.077 0.938779    
## F1$HeightL:F1$Row3              10.24206   13.07879   0.783 0.433707    
## F1$HeightM:F1$Row3              33.22697   13.07879   2.541 0.011183 *  
## F1$HeightL:F1$Row30             35.11297   13.07879   2.685 0.007350 ** 
## F1$HeightM:F1$Row30             31.75422   13.72771   2.313 0.020868 *  
## F1$HeightL:F1$Row31             15.61610   10.25674   1.523 0.128119    
## F1$HeightM:F1$Row31              6.76110   10.49623   0.644 0.519594    
## F1$HeightL:F1$Row32             20.40256   13.07879   1.560 0.119007    
## F1$HeightM:F1$Row32              3.33522   13.07879   0.255 0.798755    
## F1$HeightL:F1$Row33             20.26889   13.07879   1.550 0.121442    
## F1$HeightM:F1$Row33             19.39106   13.07879   1.483 0.138411    
## F1$HeightL:F1$Row34             -7.04036   13.07879  -0.538 0.590458    
## F1$HeightM:F1$Row34             -1.21994   13.07879  -0.093 0.925698    
## F1$HeightL:F1$Row35             21.10497   12.39594   1.703 0.088885 .  
## F1$HeightM:F1$Row35             10.11064   12.39594   0.816 0.414853    
## F1$HeightL:F1$Row36             30.39756   13.72771   2.214 0.026978 *  
## F1$HeightM:F1$Row36             12.55831   13.07879   0.960 0.337129    
## F1$HeightL:F1$Row37             12.71289   13.72771   0.926 0.354577    
## F1$HeightM:F1$Row37             16.20639   13.07879   1.239 0.215517    
## F1$HeightL:F1$Row38              8.81922   14.34732   0.615 0.538863    
## F1$HeightM:F1$Row38            -10.03461   14.34732  -0.699 0.484422    
## F1$HeightL:F1$Row39             18.96956   13.07879   1.450 0.147184    
## F1$HeightM:F1$Row39             14.58072   13.07879   1.115 0.265124    
## F1$HeightL:F1$Row4               5.75747   12.39594   0.464 0.642392    
## F1$HeightM:F1$Row4               2.70264   13.07879   0.207 0.836321    
## F1$HeightL:F1$Row40             46.64222   13.07879   3.566 0.000375 ***
## F1$HeightM:F1$Row40             33.79389   13.07879   2.584 0.009877 ** 
## F1$HeightL:F1$Row41             -1.09813   11.45835  -0.096 0.923665    
## F1$HeightM:F1$Row41             -0.29061   11.67321  -0.025 0.980142    
## F1$HeightL:F1$Row42             -7.33178   13.72771  -0.534 0.593372    
## F1$HeightM:F1$Row42              7.84502   12.67350   0.619 0.536017    
## F1$HeightL:F1$Row43             21.14947   13.07879   1.617 0.106100    
## F1$HeightM:F1$Row43             17.94739   13.07879   1.372 0.170219    
## F1$HeightL:F1$Row44             22.50147   14.34732   1.568 0.117042    
## F1$HeightM:F1$Row44              1.31214   14.34732   0.091 0.927145    
## F1$HeightL:F1$Row45             12.19014   13.07879   0.932 0.351480    
## F1$HeightM:F1$Row45             24.70606   13.07879   1.889 0.059109 .  
## F1$HeightL:F1$Row46             31.97006   14.94125   2.140 0.032561 *  
## F1$HeightM:F1$Row46             38.16659   13.97885   2.730 0.006412 ** 
## F1$HeightL:F1$Row47             22.96722   13.07879   1.756 0.079310 .  
## F1$HeightM:F1$Row47             19.26089   13.07879   1.473 0.141076    
## F1$HeightL:F1$Row48             19.45231   13.07879   1.487 0.137171    
## F1$HeightM:F1$Row48             12.85847   13.07879   0.983 0.325712    
## F1$HeightL:F1$Row49             -0.77811   13.07879  -0.059 0.952568    
## F1$HeightM:F1$Row49              0.62406   13.07879   0.048 0.961951    
## F1$HeightL:F1$Row5              19.94822   13.72771   1.453 0.146425    
## F1$HeightM:F1$Row5              -0.91261   13.07879  -0.070 0.944381    
## F1$HeightL:F1$Row50              1.95307    9.81094   0.199 0.842238    
## F1$HeightM:F1$Row50             21.17150   10.25674   2.064 0.039199 *  
## F1$HeightL:F1$Row6              11.13747   13.07879   0.852 0.394609    
## F1$HeightM:F1$Row6              -4.47011   13.07879  -0.342 0.732569    
## F1$HeightL:F1$Row7              38.52381   13.07879   2.946 0.003281 ** 
## F1$HeightM:F1$Row7              38.45897   13.07879   2.941 0.003333 ** 
## F1$HeightL:F1$Row8              13.91356   13.07879   1.064 0.287603    
## F1$HeightM:F1$Row8              12.54447   13.07879   0.959 0.337661    
## F1$HeightL:F1$Row9              13.52806   13.07879   1.034 0.301162    
## F1$HeightM:F1$Row9               6.78072   13.07879   0.518 0.604230    
## F1$Column2:F1$Row10             -5.95842   14.74593  -0.404 0.686226    
## F1$Column3:F1$Row10             22.57792   14.74593   1.531 0.125978    
## F1$Column4:F1$Row10                   NA         NA      NA       NA    
## F1$Column2:F1$Row11             21.26308   13.83291   1.537 0.124500    
## F1$Column3:F1$Row11             34.61842   13.83291   2.503 0.012449 *  
## F1$Column4:F1$Row11                   NA         NA      NA       NA    
## F1$Column2:F1$Row12             -6.53267   15.32442  -0.426 0.669965    
## F1$Column3:F1$Row12             -3.16267   15.32442  -0.206 0.836525    
## F1$Column4:F1$Row12                   NA         NA      NA       NA    
## F1$Column2:F1$Row13             17.71233   16.42037   1.079 0.280928    
## F1$Column3:F1$Row13              9.90433   16.42037   0.603 0.546497    
## F1$Column4:F1$Row13                   NA         NA      NA       NA    
## F1$Column2:F1$Row14             12.19033   15.32442   0.795 0.426476    
## F1$Column3:F1$Row14             -8.45433   15.32442  -0.552 0.581254    
## F1$Column4:F1$Row14                   NA         NA      NA       NA    
## F1$Column2:F1$Row15             -2.48833   15.32442  -0.162 0.871034    
## F1$Column3:F1$Row15              6.91100   15.32442   0.451 0.652079    
## F1$Column4:F1$Row15                   NA         NA      NA       NA    
## F1$Column2:F1$Row16             -5.93733   15.32442  -0.387 0.698491    
## F1$Column3:F1$Row16             10.95967   15.32442   0.715 0.474627    
## F1$Column4:F1$Row16                   NA         NA      NA       NA    
## F1$Column2:F1$Row17            -19.20333   16.68312  -1.151 0.249915    
## F1$Column3:F1$Row17                   NA         NA      NA       NA    
## F1$Column4:F1$Row17                   NA         NA      NA       NA    
## F1$Column2:F1$Row18             -3.82733   15.32442  -0.250 0.802817    
## F1$Column3:F1$Row18             26.10567   15.32442   1.704 0.088705 .  
## F1$Column4:F1$Row18                   NA         NA      NA       NA    
## F1$Column2:F1$Row19             17.37933   15.32442   1.134 0.256962    
## F1$Column3:F1$Row19             17.94100   15.32442   1.171 0.241913    
## F1$Column4:F1$Row19                   NA         NA      NA       NA    
## F1$Column2:F1$Row2              14.58667   15.32442   0.952 0.341344    
## F1$Column3:F1$Row2              23.67400   15.32442   1.545 0.122622    
## F1$Column4:F1$Row2                    NA         NA      NA       NA    
## F1$Column2:F1$Row20              8.17250   14.14380   0.578 0.563488    
## F1$Column3:F1$Row20             20.13467   15.32442   1.314 0.189111    
## F1$Column4:F1$Row20                   NA         NA      NA       NA    
## F1$Column2:F1$Row21             21.37933   14.74593   1.450 0.147340    
## F1$Column3:F1$Row21              8.40600   14.74593   0.570 0.568737    
## F1$Column4:F1$Row21                   NA         NA      NA       NA    
## F1$Column2:F1$Row22             34.17400   15.32442   2.230 0.025913 *  
## F1$Column3:F1$Row22             15.29967   15.32442   0.998 0.318277    
## F1$Column4:F1$Row22                   NA         NA      NA       NA    
## F1$Column2:F1$Row23             -9.62900   15.32442  -0.628 0.529888    
## F1$Column3:F1$Row23            -11.78967   15.32442  -0.769 0.441831    
## F1$Column4:F1$Row23            -10.69808   15.32442  -0.698 0.485234    
## F1$Column2:F1$Row24             13.76250   16.42037   0.838 0.402107    
## F1$Column3:F1$Row24             28.70700   15.32442   1.873 0.061251 .  
## F1$Column4:F1$Row24                   NA         NA      NA       NA    
## F1$Column2:F1$Row25             23.25167   15.32442   1.517 0.129433    
## F1$Column3:F1$Row25             19.94400   15.32442   1.301 0.193332    
## F1$Column4:F1$Row25                   NA         NA      NA       NA    
## F1$Column2:F1$Row26            -12.58067   17.44762  -0.721 0.471005    
## F1$Column3:F1$Row26             11.06117   16.42037   0.674 0.500668    
## F1$Column4:F1$Row26                   NA         NA      NA       NA    
## F1$Column2:F1$Row27             16.15467   15.32442   1.054 0.291995    
## F1$Column3:F1$Row27             14.41600   16.42037   0.878 0.380140    
## F1$Column4:F1$Row27                   NA         NA      NA       NA    
## F1$Column2:F1$Row28             18.20300   15.32442   1.188 0.235110    
## F1$Column3:F1$Row28             19.10100   15.32442   1.246 0.212824    
## F1$Column4:F1$Row28                   NA         NA      NA       NA    
## F1$Column2:F1$Row29             10.60033   14.74593   0.719 0.472352    
## F1$Column3:F1$Row29              0.18600   15.32442   0.012 0.990318    
## F1$Column4:F1$Row29                   NA         NA      NA       NA    
## F1$Column2:F1$Row3              27.74200   15.32442   1.810 0.070475 .  
## F1$Column3:F1$Row3              42.29533   15.32442   2.760 0.005860 ** 
## F1$Column4:F1$Row3                    NA         NA      NA       NA    
## F1$Column2:F1$Row30             22.69633   15.32442   1.481 0.138831    
## F1$Column3:F1$Row30             24.03600   15.32442   1.568 0.117010    
## F1$Column4:F1$Row30                   NA         NA      NA       NA    
## F1$Column2:F1$Row31             18.43288   13.83291   1.333 0.182914    
## F1$Column3:F1$Row31             17.57087   13.83291   1.270 0.204230    
## F1$Column4:F1$Row31                   NA         NA      NA       NA    
## F1$Column2:F1$Row32              5.23267   15.32442   0.341 0.732812    
## F1$Column3:F1$Row32              1.56000   15.32442   0.102 0.918932    
## F1$Column4:F1$Row32             -8.13375   15.32442  -0.531 0.595667    
## F1$Column2:F1$Row33             13.65600   15.32442   0.891 0.373024    
## F1$Column3:F1$Row33             33.25167   15.32442   2.170 0.030197 *  
## F1$Column4:F1$Row33                   NA         NA      NA       NA    
## F1$Column2:F1$Row34              8.40467   15.32442   0.548 0.583477    
## F1$Column3:F1$Row34             -0.26500   15.32442  -0.017 0.986206    
## F1$Column4:F1$Row34             -9.06008   15.32442  -0.591 0.554476    
## F1$Column2:F1$Row35             -0.99858   14.74593  -0.068 0.946019    
## F1$Column3:F1$Row35             16.72042   14.74593   1.134 0.257043    
## F1$Column4:F1$Row35            -13.57800   14.74593  -0.921 0.357326    
## F1$Column2:F1$Row36             17.47700   15.32442   1.140 0.254299    
## F1$Column3:F1$Row36              3.32567   15.32442   0.217 0.828228    
## F1$Column4:F1$Row36                   NA         NA      NA       NA    
## F1$Column2:F1$Row37              3.91067   15.32442   0.255 0.798615    
## F1$Column3:F1$Row37             -0.36067   15.32442  -0.024 0.981227    
## F1$Column4:F1$Row37                   NA         NA      NA       NA    
## F1$Column2:F1$Row38             -2.80767   15.88185  -0.177 0.859705    
## F1$Column3:F1$Row38              7.90367   16.42037   0.481 0.630360    
## F1$Column4:F1$Row38                   NA         NA      NA       NA    
## F1$Column2:F1$Row39            -13.42733   15.32442  -0.876 0.381079    
## F1$Column3:F1$Row39             21.83867   15.32442   1.425 0.154369    
## F1$Column4:F1$Row39                   NA         NA      NA       NA    
## F1$Column2:F1$Row4             -10.50992   14.74593  -0.713 0.476137    
## F1$Column3:F1$Row4             -14.14692   14.74593  -0.959 0.337545    
## F1$Column4:F1$Row4                    NA         NA      NA       NA    
## F1$Column2:F1$Row40             42.14767   15.32442   2.750 0.006035 ** 
## F1$Column3:F1$Row40             31.47733   15.32442   2.054 0.040167 *  
## F1$Column4:F1$Row40                   NA         NA      NA       NA    
## F1$Column2:F1$Row41             -1.68283   14.74593  -0.114 0.909159    
## F1$Column3:F1$Row41             -2.10983   14.74593  -0.143 0.886250    
## F1$Column4:F1$Row41             -4.70075   15.88185  -0.296 0.767290    
## F1$Column2:F1$Row42              0.56900   15.32442   0.037 0.970387    
## F1$Column3:F1$Row42              0.26100   15.32442   0.017 0.986414    
## F1$Column4:F1$Row42                   NA         NA      NA       NA    
## F1$Column2:F1$Row43              4.61433   15.32442   0.301 0.763378    
## F1$Column3:F1$Row43              5.48283   16.42037   0.334 0.738505    
## F1$Column4:F1$Row43                   NA         NA      NA       NA    
## F1$Column2:F1$Row44             -0.25050   16.42037  -0.015 0.987831    
## F1$Column3:F1$Row44             -1.13583   16.42037  -0.069 0.944863    
## F1$Column4:F1$Row44                   NA         NA      NA       NA    
## F1$Column2:F1$Row45             22.67333   15.32442   1.480 0.139231    
## F1$Column3:F1$Row45              7.36867   15.32442   0.481 0.630707    
## F1$Column4:F1$Row45             12.94692   15.32442   0.845 0.398345    
## F1$Column2:F1$Row46             40.37317   16.42037   2.459 0.014071 *  
## F1$Column3:F1$Row46             34.40150   16.42037   2.095 0.036357 *  
## F1$Column4:F1$Row46             29.64975   16.42037   1.806 0.071199 .  
## F1$Column2:F1$Row47             15.25800   15.32442   0.996 0.319596    
## F1$Column3:F1$Row47             31.91508   14.74593   2.164 0.030618 *  
## F1$Column4:F1$Row47             -1.99875   15.32442  -0.130 0.896247    
## F1$Column2:F1$Row48              0.75167   16.42037   0.046 0.963495    
## F1$Column3:F1$Row48             13.61042   14.74593   0.923 0.356179    
## F1$Column4:F1$Row48                   NA         NA      NA       NA    
## F1$Column2:F1$Row49            -19.28933   15.32442  -1.259 0.208351    
## F1$Column3:F1$Row49            -18.20067   15.32442  -1.188 0.235170    
## F1$Column4:F1$Row49            -16.74642   15.32442  -1.093 0.274685    
## F1$Column2:F1$Row5               3.42600   15.32442   0.224 0.823131    
## F1$Column3:F1$Row5              33.25533   15.32442   2.170 0.030179 *  
## F1$Column4:F1$Row5                    NA         NA      NA       NA    
## F1$Column2:F1$Row50              0.92475   13.83291   0.067 0.946710    
## F1$Column3:F1$Row50             -6.47858   13.83291  -0.468 0.639615    
## F1$Column4:F1$Row50                   NA         NA      NA       NA    
## F1$Column2:F1$Row6               9.63967   15.32442   0.629 0.529432    
## F1$Column3:F1$Row6              13.29633   15.32442   0.868 0.385741    
## F1$Column4:F1$Row6                    NA         NA      NA       NA    
## F1$Column2:F1$Row7              18.89533   15.32442   1.233 0.217788    
## F1$Column3:F1$Row7              41.45000   15.32442   2.705 0.006922 ** 
## F1$Column4:F1$Row7                    NA         NA      NA       NA    
## F1$Column2:F1$Row8              19.94000   15.32442   1.301 0.193421    
## F1$Column3:F1$Row8               0.67400   15.32442   0.044 0.964925    
## F1$Column4:F1$Row8                    NA         NA      NA       NA    
## F1$Column2:F1$Row9              -6.85533   15.32442  -0.447 0.654698    
## F1$Column3:F1$Row9             -10.97208   14.74593  -0.744 0.456964    
## F1$Column4:F1$Row9                    NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row10  16.88094   19.92975   0.847 0.397137    
## F1$HeightM:F1$Column2:F1$Row10  -9.43922   20.78427  -0.454 0.649794    
## F1$HeightL:F1$Column3:F1$Row10 -22.74364   19.92975  -1.141 0.253998    
## F1$HeightM:F1$Column3:F1$Row10  -2.48031   20.36149  -0.122 0.903065    
## F1$HeightL:F1$Column4:F1$Row10        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row10        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row11 -28.20711   18.43340  -1.530 0.126203    
## F1$HeightM:F1$Column2:F1$Row11 -31.61117   18.49620  -1.709 0.087675 .  
## F1$HeightL:F1$Column3:F1$Row11 -27.47844   18.43340  -1.491 0.136283    
## F1$HeightM:F1$Column3:F1$Row11 -35.56650   18.49620  -1.923 0.054707 .  
## F1$HeightL:F1$Column4:F1$Row11        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row11        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row12  11.19194   20.36149   0.550 0.582644    
## F1$HeightM:F1$Column2:F1$Row12   6.32528   20.36149   0.311 0.756117    
## F1$HeightL:F1$Column3:F1$Row12   4.41469   20.78427   0.212 0.831824    
## F1$HeightM:F1$Column3:F1$Row12  15.46128   20.36149   0.759 0.447786    
## F1$HeightL:F1$Column4:F1$Row12        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row12        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row13 -21.66931   21.19861  -1.022 0.306872    
## F1$HeightM:F1$Column2:F1$Row13 -47.51497   21.19861  -2.241 0.025165 *  
## F1$HeightL:F1$Column3:F1$Row13  -9.51939   21.60501  -0.441 0.659568    
## F1$HeightM:F1$Column3:F1$Row13 -11.79222   22.39570  -0.527 0.598602    
## F1$HeightL:F1$Column4:F1$Row13        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row13        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row14  -3.41856   20.36149  -0.168 0.866693    
## F1$HeightM:F1$Column2:F1$Row14 -27.42897   20.36149  -1.347 0.178180    
## F1$HeightL:F1$Column3:F1$Row14  29.64786   20.36149   1.456 0.145611    
## F1$HeightM:F1$Column3:F1$Row14  28.63469   20.36149   1.406 0.159867    
## F1$HeightL:F1$Column4:F1$Row14        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row14        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row15  -4.66989   20.36149  -0.229 0.818633    
## F1$HeightM:F1$Column2:F1$Row15  -3.72681   20.36149  -0.183 0.854801    
## F1$HeightL:F1$Column3:F1$Row15  -7.06422   20.36149  -0.347 0.728692    
## F1$HeightM:F1$Column3:F1$Row15  -0.80214   20.36149  -0.039 0.968582    
## F1$HeightL:F1$Column4:F1$Row15        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row15        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row16  -8.65764   21.60501  -0.401 0.688689    
## F1$HeightM:F1$Column2:F1$Row16 -18.99597   20.78427  -0.914 0.360906    
## F1$HeightL:F1$Column3:F1$Row16 -19.64289   21.60501  -0.909 0.363421    
## F1$HeightM:F1$Column3:F1$Row16 -13.07047   20.78427  -0.629 0.529547    
## F1$HeightL:F1$Column4:F1$Row16        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row16        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row17  14.76083   22.06969   0.669 0.503722    
## F1$HeightM:F1$Column2:F1$Row17  -1.87142   22.06969  -0.085 0.932437    
## F1$HeightL:F1$Column3:F1$Row17        NA         NA      NA       NA    
## F1$HeightM:F1$Column3:F1$Row17        NA         NA      NA       NA    
## F1$HeightL:F1$Column4:F1$Row17        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row17        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row18  11.83011   20.36149   0.581 0.561337    
## F1$HeightM:F1$Column2:F1$Row18  -6.37781   20.36149  -0.313 0.754157    
## F1$HeightL:F1$Column3:F1$Row18 -31.67714   21.60501  -1.466 0.142835    
## F1$HeightM:F1$Column3:F1$Row18  -7.19656   20.78427  -0.346 0.729210    
## F1$HeightL:F1$Column4:F1$Row18        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row18        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row19 -24.60981   20.36149  -1.209 0.227017    
## F1$HeightM:F1$Column2:F1$Row19 -45.37922   20.36149  -2.229 0.026004 *  
## F1$HeightL:F1$Column3:F1$Row19 -23.28422   20.36149  -1.144 0.253022    
## F1$HeightM:F1$Column3:F1$Row19 -22.62914   20.36149  -1.111 0.266613    
## F1$HeightL:F1$Column4:F1$Row19        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row19        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row2  -19.20189   20.36149  -0.943 0.345829    
## F1$HeightM:F1$Column2:F1$Row2  -19.99756   20.36149  -0.982 0.326218    
## F1$HeightL:F1$Column3:F1$Row2  -25.60222   20.36149  -1.257 0.208838    
## F1$HeightM:F1$Column3:F1$Row2   -8.53789   20.36149  -0.419 0.675054    
## F1$HeightL:F1$Column4:F1$Row2         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row2         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row20 -16.57760   18.80708  -0.881 0.378233    
## F1$HeightM:F1$Column2:F1$Row20 -39.01589   18.80708  -2.075 0.038224 *  
## F1$HeightL:F1$Column3:F1$Row20 -23.74214   20.36149  -1.166 0.243813    
## F1$HeightM:F1$Column3:F1$Row20 -34.33831   20.36149  -1.686 0.091949 .  
## F1$HeightL:F1$Column4:F1$Row20        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row20        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row21 -36.42406   19.48845  -1.869 0.061844 .  
## F1$HeightM:F1$Column2:F1$Row21 -49.50097   19.66616  -2.517 0.011952 *  
## F1$HeightL:F1$Column3:F1$Row21  -9.30722   19.48845  -0.478 0.633031    
## F1$HeightM:F1$Column3:F1$Row21 -19.32039   19.66616  -0.982 0.326075    
## F1$HeightL:F1$Column4:F1$Row21        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row21        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row22 -42.58247   20.36149  -2.091 0.036691 *  
## F1$HeightM:F1$Column2:F1$Row22 -64.09214   20.36149  -3.148 0.001683 ** 
## F1$HeightL:F1$Column3:F1$Row22 -18.79939   20.36149  -0.923 0.356030    
## F1$HeightM:F1$Column3:F1$Row22 -10.50456   20.36149  -0.516 0.606009    
## F1$HeightL:F1$Column4:F1$Row22        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row22        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row23  24.84828   20.36149   1.220 0.222549    
## F1$HeightM:F1$Column2:F1$Row23 -14.93589   20.78427  -0.719 0.472506    
## F1$HeightL:F1$Column3:F1$Row23  -0.89731   20.36149  -0.044 0.964856    
## F1$HeightM:F1$Column3:F1$Row23  30.99228   20.78427   1.491 0.136164    
## F1$HeightL:F1$Column4:F1$Row23  17.09560   20.72839   0.825 0.409667    
## F1$HeightM:F1$Column4:F1$Row23  27.74319   20.94308   1.325 0.185502    
## F1$HeightL:F1$Column2:F1$Row24 -18.80822   21.19861  -0.887 0.375113    
## F1$HeightM:F1$Column2:F1$Row24 -36.69634   20.95099  -1.752 0.080087 .  
## F1$HeightL:F1$Column3:F1$Row24 -21.24697   20.36149  -1.043 0.296914    
## F1$HeightM:F1$Column3:F1$Row24 -27.69459   20.10356  -1.378 0.168562    
## F1$HeightL:F1$Column4:F1$Row24        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row24        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row25 -33.42089   20.36149  -1.641 0.100958    
## F1$HeightM:F1$Column2:F1$Row25 -50.60206   20.36149  -2.485 0.013072 *  
## F1$HeightL:F1$Column3:F1$Row25  -0.83372   20.36149  -0.041 0.967345    
## F1$HeightM:F1$Column3:F1$Row25 -32.53339   20.36149  -1.598 0.110330    
## F1$HeightL:F1$Column4:F1$Row25        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row25        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row26  35.07919   22.00391   1.594 0.111126    
## F1$HeightM:F1$Column2:F1$Row26   0.23203   22.00391   0.011 0.991588    
## F1$HeightL:F1$Column3:F1$Row26   0.07311   21.19861   0.003 0.997249    
## F1$HeightM:F1$Column3:F1$Row26  -0.95231   21.19861  -0.045 0.964175    
## F1$HeightL:F1$Column4:F1$Row26        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row26        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row27 -20.48514   20.36149  -1.006 0.314566    
## F1$HeightM:F1$Column2:F1$Row27 -29.36231   20.36149  -1.442 0.149526    
## F1$HeightL:F1$Column3:F1$Row27  -8.56047   21.19861  -0.404 0.686409    
## F1$HeightM:F1$Column3:F1$Row27   3.77236   21.19861   0.178 0.858787    
## F1$HeightL:F1$Column4:F1$Row27        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row27        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row28 -21.31822   20.36149  -1.047 0.295298    
## F1$HeightM:F1$Column2:F1$Row28 -42.37839   20.36149  -2.081 0.037599 *  
## F1$HeightL:F1$Column3:F1$Row28 -31.14872   20.36149  -1.530 0.126310    
## F1$HeightM:F1$Column3:F1$Row28 -24.66514   20.36149  -1.211 0.225974    
## F1$HeightL:F1$Column4:F1$Row28        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row28        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row29  -4.82431   19.92975  -0.242 0.808767    
## F1$HeightM:F1$Column2:F1$Row29 -19.16939   20.36149  -0.941 0.346646    
## F1$HeightL:F1$Column3:F1$Row29  19.49428   20.36149   0.957 0.338537    
## F1$HeightM:F1$Column3:F1$Row29  -5.47547   21.19861  -0.258 0.796220    
## F1$HeightL:F1$Column4:F1$Row29        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row29        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row3  -30.17922   20.36149  -1.482 0.138534    
## F1$HeightM:F1$Column2:F1$Row3  -68.29689   20.36149  -3.354 0.000819 ***
## F1$HeightL:F1$Column3:F1$Row3  -30.67381   20.36149  -1.506 0.132189    
## F1$HeightM:F1$Column3:F1$Row3  -41.73372   20.36149  -2.050 0.040598 *  
## F1$HeightL:F1$Column4:F1$Row3         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row3         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row30 -26.47922   20.78427  -1.274 0.202887    
## F1$HeightM:F1$Column2:F1$Row30 -42.63931   21.19861  -2.011 0.044485 *  
## F1$HeightL:F1$Column3:F1$Row30 -34.38197   20.36149  -1.689 0.091537 .  
## F1$HeightM:F1$Column3:F1$Row30 -39.67822   20.78427  -1.909 0.056473 .  
## F1$HeightL:F1$Column4:F1$Row30        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row30        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row31  -6.37135   18.67448  -0.341 0.733023    
## F1$HeightM:F1$Column2:F1$Row31 -28.26885   18.80708  -1.503 0.133054    
## F1$HeightL:F1$Column3:F1$Row31  -7.54785   18.67448  -0.404 0.686146    
## F1$HeightM:F1$Column3:F1$Row31 -13.52635   18.80708  -0.719 0.472136    
## F1$HeightL:F1$Column4:F1$Row31        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row31        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row32 -14.67364   20.36149  -0.721 0.471249    
## F1$HeightM:F1$Column2:F1$Row32 -28.73931   20.36149  -1.411 0.158347    
## F1$HeightL:F1$Column3:F1$Row32 -10.11397   20.36149  -0.497 0.619469    
## F1$HeightM:F1$Column3:F1$Row32  -2.24139   20.36149  -0.110 0.912363    
## F1$HeightL:F1$Column4:F1$Row32 -20.86573   20.72839  -1.007 0.314300    
## F1$HeightM:F1$Column4:F1$Row32   3.63911   20.52357   0.177 0.859289    
## F1$HeightL:F1$Column2:F1$Row33  -5.83872   20.36149  -0.287 0.774346    
## F1$HeightM:F1$Column2:F1$Row33 -15.86364   20.36149  -0.779 0.436061    
## F1$HeightL:F1$Column3:F1$Row33 -30.53614   20.36149  -1.500 0.133932    
## F1$HeightM:F1$Column3:F1$Row33 -36.95656   20.36149  -1.815 0.069748 .  
## F1$HeightL:F1$Column4:F1$Row33        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row33        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row34  -1.66739   20.36149  -0.082 0.934747    
## F1$HeightM:F1$Column2:F1$Row34 -11.34156   20.36149  -0.557 0.577615    
## F1$HeightL:F1$Column3:F1$Row34   7.35628   20.36149   0.361 0.717945    
## F1$HeightM:F1$Column3:F1$Row34   8.96261   20.36149   0.440 0.659883    
## F1$HeightL:F1$Column4:F1$Row34  31.25860   20.72839   1.508 0.131792    
## F1$HeightM:F1$Column4:F1$Row34  18.83469   20.52357   0.918 0.358939    
## F1$HeightL:F1$Column2:F1$Row35  -4.24214   19.92975  -0.213 0.831473    
## F1$HeightM:F1$Column2:F1$Row35  -9.43531   19.92975  -0.473 0.635986    
## F1$HeightL:F1$Column3:F1$Row35 -24.05689   19.92975  -1.207 0.227617    
## F1$HeightM:F1$Column3:F1$Row35 -21.52906   19.92975  -1.080 0.280230    
## F1$HeightL:F1$Column4:F1$Row35   4.64777   20.30446   0.229 0.818979    
## F1$HeightM:F1$Column4:F1$Row35  19.35711   20.09532   0.963 0.335592    
## F1$HeightL:F1$Column2:F1$Row36 -30.74239   20.78427  -1.479 0.139348    
## F1$HeightM:F1$Column2:F1$Row36 -35.81214   20.36149  -1.759 0.078841 .  
## F1$HeightL:F1$Column3:F1$Row36 -18.86906   20.78427  -0.908 0.364122    
## F1$HeightM:F1$Column3:F1$Row36   2.41269   20.36149   0.118 0.905695    
## F1$HeightL:F1$Column4:F1$Row36        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row36        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row37  -8.11256   20.78427  -0.390 0.696362    
## F1$HeightM:F1$Column2:F1$Row37 -20.68081   20.36149  -1.016 0.309968    
## F1$HeightL:F1$Column3:F1$Row37   6.28878   20.78427   0.303 0.762262    
## F1$HeightM:F1$Column3:F1$Row37  11.25028   20.36149   0.553 0.580681    
## F1$HeightL:F1$Column4:F1$Row37        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row37        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row38   3.82869   20.78427   0.184 0.853876    
## F1$HeightM:F1$Column2:F1$Row38   4.25119   21.19861   0.201 0.841088    
## F1$HeightL:F1$Column3:F1$Row38 -12.65414   21.19861  -0.597 0.550655    
## F1$HeightM:F1$Column3:F1$Row38  22.71769   21.60501   1.052 0.293222    
## F1$HeightL:F1$Column4:F1$Row38        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row38        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row39   4.89861   20.36149   0.241 0.809916    
## F1$HeightM:F1$Column2:F1$Row39   1.45919   20.36149   0.072 0.942880    
## F1$HeightL:F1$Column3:F1$Row39 -23.55264   20.36149  -1.157 0.247595    
## F1$HeightM:F1$Column3:F1$Row39 -38.84581   20.36149  -1.908 0.056634 .  
## F1$HeightL:F1$Column4:F1$Row39        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row39        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row4    8.80019   19.92975   0.442 0.658880    
## F1$HeightM:F1$Column2:F1$Row4   -8.42422   20.36149  -0.414 0.679137    
## F1$HeightL:F1$Column3:F1$Row4    2.90544   19.92975   0.146 0.884114    
## F1$HeightM:F1$Column3:F1$Row4   22.35503   20.36149   1.098 0.272446    
## F1$HeightL:F1$Column4:F1$Row4         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row4         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row40 -59.41414   20.36149  -2.918 0.003583 ** 
## F1$HeightM:F1$Column2:F1$Row40 -65.22831   20.36149  -3.204 0.001390 ** 
## F1$HeightL:F1$Column3:F1$Row40 -52.02381   20.36149  -2.555 0.010730 *  
## F1$HeightM:F1$Column3:F1$Row40 -33.22697   20.36149  -1.632 0.102950    
## F1$HeightL:F1$Column4:F1$Row40        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row40        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row41   8.39222   19.36051   0.433 0.664744    
## F1$HeightM:F1$Column2:F1$Row41 -13.18806   19.48845  -0.677 0.498708    
## F1$HeightL:F1$Column3:F1$Row41   0.70147   19.36051   0.036 0.971103    
## F1$HeightM:F1$Column3:F1$Row41   6.53169   19.48845   0.335 0.737560    
## F1$HeightL:F1$Column4:F1$Row41   9.58671   21.02597   0.456 0.648504    
## F1$HeightM:F1$Column4:F1$Row41  19.85094   20.94308   0.948 0.343379    
## F1$HeightL:F1$Column2:F1$Row42   3.33186   20.78427   0.160 0.872664    
## F1$HeightM:F1$Column2:F1$Row42 -30.90569   20.10356  -1.537 0.124454    
## F1$HeightL:F1$Column3:F1$Row42   8.24311   20.78427   0.397 0.691724    
## F1$HeightM:F1$Column3:F1$Row42 -21.04494   20.10356  -1.047 0.295372    
## F1$HeightL:F1$Column4:F1$Row42        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row42        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row43   0.65594   20.36149   0.032 0.974306    
## F1$HeightM:F1$Column2:F1$Row43 -22.41872   20.36149  -1.101 0.271083    
## F1$HeightL:F1$Column3:F1$Row43  -5.26881   21.19861  -0.249 0.803752    
## F1$HeightM:F1$Column3:F1$Row43  -0.09481   21.60501  -0.004 0.996499    
## F1$HeightL:F1$Column4:F1$Row43        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row43        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row44 -24.17697   21.19861  -1.140 0.254287    
## F1$HeightM:F1$Column2:F1$Row44 -20.14839   21.19861  -0.950 0.342054    
## F1$HeightL:F1$Column3:F1$Row44 -27.54639   21.19861  -1.299 0.194020    
## F1$HeightM:F1$Column3:F1$Row44   7.18519   21.19861   0.339 0.734704    
## F1$HeightL:F1$Column4:F1$Row44        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row44        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row45 -10.94256   20.36149  -0.537 0.591072    
## F1$HeightM:F1$Column2:F1$Row45 -44.56847   20.36149  -2.189 0.028782 *  
## F1$HeightL:F1$Column3:F1$Row45  -0.42689   20.36149  -0.021 0.983276    
## F1$HeightM:F1$Column3:F1$Row45 -14.96731   20.78427  -0.720 0.471575    
## F1$HeightL:F1$Column4:F1$Row45 -11.49140   20.72839  -0.554 0.579413    
## F1$HeightM:F1$Column4:F1$Row45 -36.10231   20.52357  -1.759 0.078799 .  
## F1$HeightL:F1$Column2:F1$Row46 -40.53297   21.60501  -1.876 0.060864 .  
## F1$HeightM:F1$Column2:F1$Row46 -64.24526   20.95099  -3.066 0.002210 ** 
## F1$HeightL:F1$Column3:F1$Row46 -42.96306   21.60501  -1.989 0.046956 *  
## F1$HeightM:F1$Column3:F1$Row46 -41.62534   20.95099  -1.987 0.047152 *  
## F1$HeightL:F1$Column4:F1$Row46 -41.37157   21.95114  -1.885 0.059689 .  
## F1$HeightM:F1$Column4:F1$Row46 -40.90834   21.10855  -1.938 0.052837 .  
## F1$HeightL:F1$Column2:F1$Row47 -33.57972   20.36149  -1.649 0.099350 .  
## F1$HeightM:F1$Column2:F1$Row47 -36.54364   20.36149  -1.795 0.072924 .  
## F1$HeightL:F1$Column3:F1$Row47 -23.95856   19.92975  -1.202 0.229522    
## F1$HeightM:F1$Column3:F1$Row47 -50.79456   20.36149  -2.495 0.012730 *  
## F1$HeightL:F1$Column4:F1$Row47 -18.10782   21.14383  -0.856 0.391926    
## F1$HeightM:F1$Column4:F1$Row47  -5.96689   20.52357  -0.291 0.771301    
## F1$HeightL:F1$Column2:F1$Row48 -13.64489   21.19861  -0.644 0.519902    
## F1$HeightM:F1$Column2:F1$Row48 -27.96231   21.19861  -1.319 0.187378    
## F1$HeightL:F1$Column3:F1$Row48 -27.35709   19.66616  -1.391 0.164438    
## F1$HeightM:F1$Column3:F1$Row48  -7.14181   20.36149  -0.351 0.725832    
## F1$HeightL:F1$Column4:F1$Row48        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row48        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row49  10.72811   20.36149   0.527 0.598364    
## F1$HeightM:F1$Column2:F1$Row49  -2.85381   20.36149  -0.140 0.888557    
## F1$HeightL:F1$Column3:F1$Row49  24.00569   20.36149   1.179 0.238621    
## F1$HeightM:F1$Column3:F1$Row49  14.64903   20.36149   0.719 0.471993    
## F1$HeightL:F1$Column4:F1$Row49  19.64693   20.72839   0.948 0.343392    
## F1$HeightM:F1$Column4:F1$Row49   9.08452   20.52357   0.443 0.658100    
## F1$HeightL:F1$Column2:F1$Row5  -16.90822   20.78427  -0.814 0.416073    
## F1$HeightM:F1$Column2:F1$Row5  -13.63514   20.36149  -0.670 0.503196    
## F1$HeightL:F1$Column3:F1$Row5  -39.93481   20.78427  -1.921 0.054898 .  
## F1$HeightM:F1$Column3:F1$Row5  -11.20322   20.36149  -0.550 0.582265    
## F1$HeightL:F1$Column4:F1$Row5         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row5         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row50  -5.29357   18.43340  -0.287 0.774025    
## F1$HeightM:F1$Column2:F1$Row50 -39.59000   18.67448  -2.120 0.034192 *  
## F1$HeightL:F1$Column3:F1$Row50  11.73526   18.43340   0.637 0.524476    
## F1$HeightM:F1$Column3:F1$Row50  -7.26466   18.67448  -0.389 0.697328    
## F1$HeightL:F1$Column4:F1$Row50        NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row50        NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row6  -30.30514   20.36149  -1.488 0.136897    
## F1$HeightM:F1$Column2:F1$Row6  -33.50456   20.36149  -1.645 0.100109    
## F1$HeightL:F1$Column3:F1$Row6  -34.96931   20.36149  -1.717 0.086137 .  
## F1$HeightM:F1$Column3:F1$Row6    2.94403   20.36149   0.145 0.885058    
## F1$HeightL:F1$Column4:F1$Row6         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row6         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row7  -12.50106   20.36149  -0.614 0.539351    
## F1$HeightM:F1$Column2:F1$Row7  -53.45247   20.36149  -2.625 0.008761 ** 
## F1$HeightL:F1$Column3:F1$Row7  -49.86822   20.36149  -2.449 0.014449 *  
## F1$HeightM:F1$Column3:F1$Row7  -32.60014   20.36149  -1.601 0.109602    
## F1$HeightL:F1$Column4:F1$Row7         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row7         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row8  -39.09747   20.36149  -1.920 0.055053 .  
## F1$HeightM:F1$Column2:F1$Row8  -36.99064   20.36149  -1.817 0.069491 .  
## F1$HeightL:F1$Column3:F1$Row8    3.63803   20.36149   0.179 0.858223    
## F1$HeightM:F1$Column3:F1$Row8    5.55961   20.36149   0.273 0.784861    
## F1$HeightL:F1$Column4:F1$Row8         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row8         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row9  -14.11614   20.36149  -0.693 0.488259    
## F1$HeightM:F1$Column2:F1$Row9  -16.28231   20.36149  -0.800 0.424051    
## F1$HeightL:F1$Column3:F1$Row9    1.83961   19.92975   0.092 0.926470    
## F1$HeightM:F1$Column3:F1$Row9    4.40169   19.92975   0.221 0.825235    
## F1$HeightL:F1$Column4:F1$Row9         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row9         NA         NA      NA       NA    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 14.45 on 1315 degrees of freedom
## Multiple R-squared:  0.3317, Adjusted R-squared:  0.08984 
## F-statistic: 1.371 on 476 and 1315 DF,  p-value: 9.198e-06
## Analysis of Variance Table
## 
## Response: F1$Chl
##                    Df Sum Sq Mean Sq F value   Pr(>F)    
## F1$Height           2    853  426.30  1.9372  0.14444    
## F1$Row             49  21279  434.27  1.9734 8.34e-05 ***
## F1$Height:F1$Row   98  27286  278.43  1.2652  0.04464 *  
## Residuals        1642 361346  220.06                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Chl ~ F1$Height * F1$Row)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -39.13 -10.18   1.22  10.85  30.96 
## 
## Coefficients:
##                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          39.83093    3.96470  10.046  < 2e-16 ***
## F1$HeightL           -8.55293    5.35386  -1.598 0.110341    
## F1$HeightM           -3.36581    5.35386  -0.629 0.529653    
## F1$Row10             -7.51663    6.14209  -1.224 0.221207    
## F1$Row11            -13.28214    5.60694  -2.369 0.017957 *  
## F1$Row12             -2.27726    6.33802  -0.359 0.719415    
## F1$Row13             -8.56780    6.57472  -1.303 0.192708    
## F1$Row14             -7.41348    6.33802  -1.170 0.242298    
## F1$Row15              5.03374    6.33802   0.794 0.427186    
## F1$Row16             -8.71637    6.33802  -1.375 0.169241    
## F1$Row17             -5.98110    7.23853  -0.826 0.408762    
## F1$Row18            -13.31304    6.33802  -2.101 0.035837 *  
## F1$Row19             -4.74904    6.33802  -0.749 0.453787    
## F1$Row2              -4.73660    6.33802  -0.747 0.454971    
## F1$Row20             -7.98335    5.83589  -1.368 0.171507    
## F1$Row21             -1.57963    6.14209  -0.257 0.797071    
## F1$Row22             -7.20226    6.33802  -1.136 0.255972    
## F1$Row23            -20.46235    5.83589  -3.506 0.000467 ***
## F1$Row24             -1.68118    6.57472  -0.256 0.798212    
## F1$Row25            -11.63393    6.33802  -1.836 0.066601 .  
## F1$Row26             -8.92336    6.86707  -1.299 0.193975    
## F1$Row27             -1.24880    6.57472  -0.190 0.849379    
## F1$Row28             -6.44482    6.33802  -1.017 0.309374    
## F1$Row29             -7.79893    6.14209  -1.270 0.204353    
## F1$Row3              -3.75571    6.33802  -0.593 0.553552    
## F1$Row30            -12.33571    6.33802  -1.946 0.051789 .  
## F1$Row31             -7.95479    5.60694  -1.419 0.156165    
## F1$Row32             -4.40576    5.83589  -0.755 0.450391    
## F1$Row33             -6.37093    6.33802  -1.005 0.314952    
## F1$Row34             -2.24893    5.83589  -0.385 0.700019    
## F1$Row35            -11.67631    5.71375  -2.044 0.041158 *  
## F1$Row36              0.64140    6.33802   0.101 0.919404    
## F1$Row37            -13.48882    6.33802  -2.128 0.033466 *  
## F1$Row38             -5.86760    6.33802  -0.926 0.354698    
## F1$Row39             -7.79071    6.33802  -1.229 0.219172    
## F1$Row4              -9.27603    6.14209  -1.510 0.131175    
## F1$Row40             -7.15848    6.33802  -1.129 0.258872    
## F1$Row41              0.27565    5.83589   0.047 0.962332    
## F1$Row42              1.37118    6.33802   0.216 0.828748    
## F1$Row43            -14.53405    6.57472  -2.211 0.027201 *  
## F1$Row44              1.95657    6.57472   0.298 0.766054    
## F1$Row45             -3.82960    5.83589  -0.656 0.511778    
## F1$Row46              6.91171    5.97702   1.156 0.247694    
## F1$Row47             -3.04131    5.71375  -0.532 0.594604    
## F1$Row48              0.96685    6.33802   0.153 0.878774    
## F1$Row49             -7.22093    5.83589  -1.237 0.216141    
## F1$Row5              -5.74504    6.33802  -0.906 0.364836    
## F1$Row50             -3.95940    5.35386  -0.740 0.459684    
## F1$Row6               1.11218    6.33802   0.175 0.860726    
## F1$Row7             -15.98137    6.33802  -2.522 0.011779 *  
## F1$Row8              -8.07215    6.33802  -1.274 0.202983    
## F1$Row9              -7.74213    6.14209  -1.261 0.207667    
## F1$HeightL:F1$Row10   4.24346    8.30716   0.511 0.609546    
## F1$HeightM:F1$Row10   2.62251    8.52506   0.308 0.758408    
## F1$HeightL:F1$Row11  14.58198    7.52386   1.938 0.052783 .  
## F1$HeightM:F1$Row11   6.55355    7.57151   0.866 0.386861    
## F1$HeightL:F1$Row12   7.36453    8.55110   0.861 0.389233    
## F1$HeightM:F1$Row12  -3.42827    8.45306  -0.406 0.685114    
## F1$HeightL:F1$Row13   6.62117    8.72799   0.759 0.448193    
## F1$HeightM:F1$Row13   5.68609    8.84185   0.643 0.520257    
## F1$HeightL:F1$Row14   7.77940    8.45306   0.920 0.357548    
## F1$HeightM:F1$Row14  11.21478    8.45306   1.327 0.184788    
## F1$HeightL:F1$Row15  -7.20465    8.45306  -0.852 0.394164    
## F1$HeightM:F1$Row15  -1.77986    8.45306  -0.211 0.833259    
## F1$HeightL:F1$Row16  14.23477    8.66729   1.642 0.100708    
## F1$HeightM:F1$Row16  -0.42584    8.55110  -0.050 0.960289    
## F1$HeightL:F1$Row17  -0.19203    9.63583  -0.020 0.984103    
## F1$HeightM:F1$Row17   7.37160    9.63583   0.765 0.444370    
## F1$HeightL:F1$Row18  21.59024    8.66729   2.491 0.012836 *  
## F1$HeightM:F1$Row18  19.47865    8.55110   2.278 0.022860 *  
## F1$HeightL:F1$Row19  15.86629    8.45306   1.877 0.060697 .  
## F1$HeightM:F1$Row19   5.49109    8.45306   0.650 0.516043    
## F1$HeightL:F1$Row2    4.13268    8.45306   0.489 0.624979    
## F1$HeightM:F1$Row2    2.75864    8.45306   0.326 0.744202    
## F1$HeightL:F1$Row20  12.13160    7.79465   1.556 0.119806    
## F1$HeightM:F1$Row20  -1.12577    7.79465  -0.144 0.885180    
## F1$HeightL:F1$Row21   8.28370    8.14795   1.017 0.309465    
## F1$HeightM:F1$Row21  -2.76918    8.22182  -0.337 0.736304    
## F1$HeightL:F1$Row22  23.47610    8.45306   2.777 0.005545 ** 
## F1$HeightM:F1$Row22   6.64173    8.45306   0.786 0.432145    
## F1$HeightL:F1$Row23  30.09266    7.79465   3.861 0.000117 ***
## F1$HeightM:F1$Row23  19.36656    7.85325   2.466 0.013762 *  
## F1$HeightL:F1$Row24  10.79993    8.63195   1.251 0.211055    
## F1$HeightM:F1$Row24   8.24160    8.54985   0.964 0.335215    
## F1$HeightL:F1$Row25  13.70551    8.45306   1.621 0.105131    
## F1$HeightM:F1$Row25   8.64298    8.45306   1.022 0.306710    
## F1$HeightL:F1$Row26  15.93827    8.85665   1.800 0.072110 .  
## F1$HeightM:F1$Row26   4.51232    8.85665   0.509 0.610482    
## F1$HeightL:F1$Row27  11.69814    8.63195   1.355 0.175536    
## F1$HeightM:F1$Row27  -2.97215    8.63195  -0.344 0.730650    
## F1$HeightL:F1$Row28  21.84348    8.45306   2.584 0.009849 ** 
## F1$HeightM:F1$Row28   7.52895    8.45306   0.891 0.373232    
## F1$HeightL:F1$Row29  12.42960    8.30716   1.496 0.134781    
## F1$HeightM:F1$Row29  -2.62909    8.52506  -0.308 0.757821    
## F1$HeightL:F1$Row3   -7.12563    8.45306  -0.843 0.399371    
## F1$HeightM:F1$Row3    0.61917    8.45306   0.073 0.941617    
## F1$HeightL:F1$Row30  17.48543    8.55110   2.045 0.041032 *  
## F1$HeightM:F1$Row30   7.27239    8.66729   0.839 0.401557    
## F1$HeightL:F1$Row31  14.06079    7.68464   1.830 0.067472 .  
## F1$HeightM:F1$Row31  -1.58119    7.75252  -0.204 0.838412    
## F1$HeightL:F1$Row32  11.20951    7.79465   1.438 0.150595    
## F1$HeightM:F1$Row32  -0.91604    7.79465  -0.118 0.906461    
## F1$HeightL:F1$Row33  11.06060    8.45306   1.308 0.190896    
## F1$HeightM:F1$Row33   5.85339    8.45306   0.692 0.488747    
## F1$HeightL:F1$Row34   4.41680    7.79465   0.567 0.571032    
## F1$HeightM:F1$Row34   5.47812    7.79465   0.703 0.482277    
## F1$HeightL:F1$Row35  17.02381    7.70363   2.210 0.027254 *  
## F1$HeightM:F1$Row35   9.40432    7.70363   1.221 0.222350    
## F1$HeightL:F1$Row36  16.16541    8.55110   1.890 0.058874 .  
## F1$HeightM:F1$Row36   5.49423    8.45306   0.650 0.515803    
## F1$HeightL:F1$Row37  15.33527    8.55110   1.793 0.073098 .  
## F1$HeightM:F1$Row37  17.13195    8.45306   2.027 0.042853 *  
## F1$HeightL:F1$Row38   9.91118    8.45306   1.172 0.241168    
## F1$HeightM:F1$Row38   2.39308    8.66729   0.276 0.782503    
## F1$HeightL:F1$Row39  15.66821    8.45306   1.854 0.063982 .  
## F1$HeightM:F1$Row39   6.18759    8.45306   0.732 0.464276    
## F1$HeightL:F1$Row4   11.17420    8.30716   1.345 0.178770    
## F1$HeightM:F1$Row4   10.30600    8.40691   1.226 0.220413    
## F1$HeightL:F1$Row40  12.41290    8.45306   1.468 0.142173    
## F1$HeightM:F1$Row40   5.04453    8.45306   0.597 0.550743    
## F1$HeightL:F1$Row41   4.11585    7.69600   0.535 0.592858    
## F1$HeightM:F1$Row41   3.40270    7.74258   0.439 0.660373    
## F1$HeightL:F1$Row42   0.08045    8.55110   0.009 0.992494    
## F1$HeightM:F1$Row42  -4.61453    8.36920  -0.551 0.581455    
## F1$HeightL:F1$Row43  22.24914    8.63195   2.578 0.010037 *  
## F1$HeightM:F1$Row43  14.03348    8.72799   1.608 0.108056    
## F1$HeightL:F1$Row44   8.95968    8.63195   1.038 0.299438    
## F1$HeightM:F1$Row44   1.84281    8.63195   0.213 0.830974    
## F1$HeightL:F1$Row45   8.69522    7.79465   1.116 0.264784    
## F1$HeightM:F1$Row45   3.41394    7.85325   0.435 0.663825    
## F1$HeightL:F1$Row46   0.92676    7.95868   0.116 0.907313    
## F1$HeightM:F1$Row46   2.48894    7.84950   0.317 0.751221    
## F1$HeightL:F1$Row47   5.97038    7.76291   0.769 0.441950    
## F1$HeightM:F1$Row47  -1.85587    7.76291  -0.239 0.811082    
## F1$HeightL:F1$Row48   7.29615    8.36920   0.872 0.383453    
## F1$HeightM:F1$Row48   3.57058    8.55110   0.418 0.676325    
## F1$HeightL:F1$Row49  15.03737    7.79465   1.929 0.053879 .  
## F1$HeightM:F1$Row49   8.42812    7.79465   1.081 0.279736    
## F1$HeightL:F1$Row5    3.56759    8.55110   0.417 0.676581    
## F1$HeightM:F1$Row5   -5.12299    8.45306  -0.606 0.544564    
## F1$HeightL:F1$Row50   3.06564    7.21721   0.425 0.671062    
## F1$HeightM:F1$Row50  11.18733    7.29323   1.534 0.125238    
## F1$HeightL:F1$Row6   -7.70402    8.45306  -0.911 0.362225    
## F1$HeightM:F1$Row6  -10.58788    8.45306  -1.253 0.210547    
## F1$HeightL:F1$Row7   20.65071    8.45306   2.443 0.014671 *  
## F1$HeightM:F1$Row7   13.84384    8.45306   1.638 0.101669    
## F1$HeightL:F1$Row8    5.01040    8.45306   0.593 0.553442    
## F1$HeightM:F1$Row8    6.13653    8.45306   0.726 0.467970    
## F1$HeightL:F1$Row9   13.29071    8.30716   1.600 0.109811    
## F1$HeightM:F1$Row9    7.82776    8.30716   0.942 0.346183    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 14.83 on 1642 degrees of freedom
## Multiple R-squared:  0.1203, Adjusted R-squared:  0.04048 
## F-statistic: 1.507 on 149 and 1642 DF,  p-value: 0.0001462
## Analysis of Variance Table
## 
## Response: F1$Chl
##             Df Sum Sq Mean Sq F value    Pr(>F)    
## F1$Row      49  21394  436.61  1.9533 0.0001046 ***
## Residuals 1742 389370  223.52                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Chl ~ F1$Row)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -40.413 -10.894   1.242  11.481  30.448 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 35.60971    2.15793  16.502  < 2e-16 ***
## F1$Row10    -5.14374    3.41198  -1.508  0.13185    
## F1$Row11    -5.74022    3.03616  -1.891  0.05884 .  
## F1$Row12    -1.01233    3.41198  -0.297  0.76673    
## F1$Row13    -4.27923    3.51628  -1.217  0.22378    
## F1$Row14    -0.61937    3.38082  -0.183  0.85466    
## F1$Row15     1.65378    3.38082   0.489  0.62479    
## F1$Row16    -3.99147    3.47955  -1.147  0.25149    
## F1$Row17    -3.48321    3.84923  -0.905  0.36564    
## F1$Row18     1.16199    3.47955   0.334  0.73846    
## F1$Row19     2.90441    3.38082   0.859  0.39041    
## F1$Row2     -2.34353    3.38082  -0.693  0.48829    
## F1$Row20    -4.09409    3.12036  -1.312  0.18967    
## F1$Row21     0.38418    3.27073   0.117  0.90651    
## F1$Row22     3.63681    3.38082   1.076  0.28220    
## F1$Row23    -2.64469    3.13923  -0.842  0.39964    
## F1$Row24     5.27790    3.38082   1.561  0.11868    
## F1$Row25    -3.62007    3.38082  -1.071  0.28442    
## F1$Row26    -1.39948    3.44484  -0.406  0.68461    
## F1$Row27     1.77514    3.41198   0.520  0.60294    
## F1$Row28     4.12320    3.38082   1.220  0.22279    
## F1$Row29    -3.99736    3.41198  -1.172  0.24153    
## F1$Row3     -6.23456    3.38082  -1.844  0.06534 .  
## F1$Row30    -3.53704    3.47955  -1.017  0.30952    
## F1$Row31    -3.42287    3.13923  -1.090  0.27571    
## F1$Row32    -0.77555    3.12036  -0.249  0.80374    
## F1$Row33    -0.33325    3.38082  -0.099  0.92149    
## F1$Row34     1.23636    3.12036   0.396  0.69199    
## F1$Row35    -2.29620    3.10222  -0.740  0.45929    
## F1$Row36     8.27757    3.41198   2.426  0.01537 *  
## F1$Row37    -1.77386    3.41198  -0.520  0.60320    
## F1$Row38    -1.43439    3.44484  -0.416  0.67718    
## F1$Row39     0.04399    3.38082   0.013  0.98962    
## F1$Row4     -1.78822    3.38082  -0.529  0.59692    
## F1$Row40    -0.92319    3.38082  -0.273  0.78483    
## F1$Row41     2.81091    3.06796   0.916  0.35968    
## F1$Row42    -0.37553    3.38082  -0.111  0.91157    
## F1$Row43    -1.22577    3.44484  -0.356  0.72201    
## F1$Row44     5.75920    3.41198   1.688  0.09160 .  
## F1$Row45     0.46136    3.13923   0.147  0.88318    
## F1$Row46     8.12597    3.13923   2.589  0.00972 ** 
## F1$Row47    -1.54250    3.13923  -0.491  0.62323    
## F1$Row48     4.76123    3.38082   1.408  0.15922    
## F1$Row49     1.19911    3.12036   0.384  0.70081    
## F1$Row5     -6.42083    3.41198  -1.882  0.06002 .  
## F1$Row50     0.84736    2.92883   0.289  0.77237    
## F1$Row6     -5.65228    3.38082  -1.672  0.09473 .  
## F1$Row7     -3.55077    3.38082  -1.050  0.29374    
## F1$Row8     -4.13159    3.38082  -1.222  0.22185    
## F1$Row9     -0.27394    3.35123  -0.082  0.93486    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 14.95 on 1742 degrees of freedom
## Multiple R-squared:  0.05208,    Adjusted R-squared:  0.02542 
## F-statistic: 1.953 on 49 and 1742 DF,  p-value: 0.0001046
## Analysis of Variance Table
## 
## Response: F1$Flav
##                              Df Sum Sq Mean Sq F value    Pr(>F)    
## F1$Height                     2  0.915 0.45758  9.3660 9.143e-05 ***
## F1$Column                     3  2.323 0.77447 15.8523 3.957e-10 ***
## F1$Row                       49  8.139 0.16611  3.4001 1.213e-13 ***
## F1$Height:F1$Column           6  1.004 0.16728  3.4240  0.002334 ** 
## F1$Height:F1$Row             98  5.743 0.05860  1.1995  0.096365 .  
## F1$Column:F1$Row            106 14.790 0.13953  2.8559 < 2.2e-16 ***
## F1$Height:F1$Column:F1$Row  212 12.988 0.06126  1.2540  0.012358 *  
## Residuals                  1315 64.245 0.04886                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$Flav ~ F1$Height * F1$Column * F1$Row)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.81100 -0.11175  0.00317  0.11644  0.68500 
## 
## Coefficients: (123 not defined because of singularities)
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     2.0903750  0.0781469  26.749  < 2e-16 ***
## F1$HeightL                      0.1587361  0.1074026   1.478 0.139660    
## F1$HeightM                      0.0620694  0.1074026   0.578 0.563421    
## F1$Column2                     -0.0870417  0.1496399  -0.582 0.560886    
## F1$Column3                     -0.1303750  0.1496399  -0.871 0.383772    
## F1$Column4                      0.0530833  0.1496399   0.355 0.722841    
## F1$Row10                       -0.1423750  0.1353544  -1.052 0.293053    
## F1$Row11                       -0.1173750  0.1105164  -1.062 0.288404    
## F1$Row12                       -0.2740417  0.1496399  -1.831 0.067276 .  
## F1$Row13                       -0.8863750  0.1747417  -5.072 4.49e-07 ***
## F1$Row14                       -0.0810417  0.1496399  -0.542 0.588201    
## F1$Row15                       -0.1737083  0.1496399  -1.161 0.245917    
## F1$Row16                       -0.0240417  0.1496399  -0.161 0.872383    
## F1$Row17                       -0.0360000  0.1804725  -0.199 0.841921    
## F1$Row18                       -0.0173750  0.1496399  -0.116 0.907581    
## F1$Row19                       -0.2470417  0.1496399  -1.651 0.098996 .  
## F1$Row2                        -0.1560417  0.1496399  -1.043 0.297241    
## F1$Row20                       -0.1067083  0.1496399  -0.713 0.475910    
## F1$Row21                       -0.1356250  0.1353544  -1.002 0.316528    
## F1$Row22                       -0.1270417  0.1496399  -0.849 0.396045    
## F1$Row23                        0.1419583  0.1496399   0.949 0.342965    
## F1$Row24                       -0.1113750  0.1496399  -0.744 0.456836    
## F1$Row25                       -0.1363750  0.1496399  -0.911 0.362276    
## F1$Row26                       -0.0253750  0.1747417  -0.145 0.884564    
## F1$Row27                       -0.0583750  0.1496399  -0.390 0.696523    
## F1$Row28                       -0.3830417  0.1496399  -2.560 0.010586 *  
## F1$Row29                       -0.0277083  0.1496399  -0.185 0.853127    
## F1$Row3                        -0.0293750  0.1496399  -0.196 0.844402    
## F1$Row30                       -0.0220417  0.1496399  -0.147 0.882919    
## F1$Row31                       -0.1416250  0.1105164  -1.281 0.200249    
## F1$Row32                       -0.1410417  0.1496399  -0.943 0.346089    
## F1$Row33                       -0.3377083  0.1496399  -2.257 0.024184 *  
## F1$Row34                       -0.5217083  0.1496399  -3.486 0.000506 ***
## F1$Row35                       -0.0776250  0.1353544  -0.573 0.566408    
## F1$Row36                       -0.3423750  0.1496399  -2.288 0.022296 *  
## F1$Row37                       -0.1323750  0.1496399  -0.885 0.376521    
## F1$Row38                       -0.1848750  0.1747417  -1.058 0.290254    
## F1$Row39                       -0.1433750  0.1496399  -0.958 0.338171    
## F1$Row4                         0.0431250  0.1353544   0.319 0.750074    
## F1$Row40                       -0.2697083  0.1496399  -1.802 0.071714 .  
## F1$Row41                       -0.2201250  0.1353544  -1.626 0.104128    
## F1$Row42                       -0.3397083  0.1496399  -2.270 0.023358 *  
## F1$Row43                        0.0902917  0.1496399   0.603 0.546351    
## F1$Row44                       -0.1238750  0.1747417  -0.709 0.478510    
## F1$Row45                       -0.1040417  0.1496399  -0.695 0.487002    
## F1$Row46                       -0.0413750  0.1747417  -0.237 0.812866    
## F1$Row47                       -0.0960417  0.1496399  -0.642 0.521103    
## F1$Row48                       -0.2490417  0.1496399  -1.664 0.096296 .  
## F1$Row49                       -0.0180417  0.1496399  -0.121 0.904052    
## F1$Row5                        -0.1273750  0.1496399  -0.851 0.394808    
## F1$Row50                       -0.1841250  0.1105164  -1.666 0.095943 .  
## F1$Row6                         0.0146250  0.1496399   0.098 0.922158    
## F1$Row7                        -0.3783750  0.1496399  -2.529 0.011569 *  
## F1$Row8                        -0.0060417  0.1496399  -0.040 0.967801    
## F1$Row9                        -0.0497083  0.1496399  -0.332 0.739801    
## F1$HeightL:F1$Column2           0.0469306  0.2000858   0.235 0.814593    
## F1$HeightM:F1$Column2          -0.0519028  0.2000858  -0.259 0.795365    
## F1$HeightL:F1$Column3          -0.2472361  0.2000858  -1.236 0.216809    
## F1$HeightM:F1$Column3          -0.0685694  0.2000858  -0.343 0.731879    
## F1$HeightL:F1$Column4          -0.4407833  0.2087170  -2.112 0.034886 *  
## F1$HeightM:F1$Column4          -0.3727619  0.2039248  -1.828 0.067785 .  
## F1$HeightL:F1$Row10             0.0545139  0.1896393   0.287 0.773805    
## F1$HeightM:F1$Row10            -0.2737361  0.2000858  -1.368 0.171517    
## F1$HeightL:F1$Row11            -0.2007361  0.1500926  -1.337 0.181319    
## F1$HeightM:F1$Row11             0.0205972  0.1518902   0.136 0.892154    
## F1$HeightL:F1$Row12            -0.1463194  0.2000858  -0.731 0.464736    
## F1$HeightM:F1$Row12            -0.1346528  0.2000858  -0.673 0.501081    
## F1$HeightL:F1$Row13             0.4302639  0.2194924   1.960 0.050175 .  
## F1$HeightM:F1$Row13             0.6211806  0.2194924   2.830 0.004724 ** 
## F1$HeightL:F1$Row14            -0.2163194  0.2000858  -1.081 0.279836    
## F1$HeightM:F1$Row14             0.1363472  0.2000858   0.681 0.495711    
## F1$HeightL:F1$Row15            -0.1389028  0.2000858  -0.694 0.487669    
## F1$HeightM:F1$Row15             0.2022639  0.2000858   1.011 0.312257    
## F1$HeightL:F1$Row16            -0.1265694  0.2285787  -0.554 0.579862    
## F1$HeightM:F1$Row16             0.0825972  0.2100134   0.393 0.694165    
## F1$HeightL:F1$Row17             0.0675000  0.2387426   0.283 0.777427    
## F1$HeightM:F1$Row17             0.0505000  0.2387426   0.212 0.832511    
## F1$HeightL:F1$Row18            -0.1597361  0.2000858  -0.798 0.424819    
## F1$HeightM:F1$Row18            -0.0568194  0.2000858  -0.284 0.776474    
## F1$HeightL:F1$Row19             0.2251806  0.2000858   1.125 0.260617    
## F1$HeightM:F1$Row19             0.0275972  0.2000858   0.138 0.890319    
## F1$HeightL:F1$Row2              0.0434306  0.2000858   0.217 0.828196    
## F1$HeightM:F1$Row2             -0.0494028  0.2000858  -0.247 0.805018    
## F1$HeightL:F1$Row20             0.0553472  0.2000858   0.277 0.782117    
## F1$HeightM:F1$Row20             0.0932639  0.2000858   0.466 0.641207    
## F1$HeightL:F1$Row21            -0.3066528  0.1785827  -1.717 0.086188 .  
## F1$HeightM:F1$Row21            -0.0788194  0.1830854  -0.431 0.666898    
## F1$HeightL:F1$Row22            -0.1840694  0.2000858  -0.920 0.357766    
## F1$HeightM:F1$Row22            -0.1484028  0.2000858  -0.742 0.458404    
## F1$HeightL:F1$Row23            -0.0663194  0.2000858  -0.331 0.740354    
## F1$HeightM:F1$Row23             0.1665972  0.2100134   0.793 0.427764    
## F1$HeightL:F1$Row24            -0.1087361  0.2000858  -0.543 0.586914    
## F1$HeightM:F1$Row24             0.0075306  0.1938855   0.039 0.969024    
## F1$HeightL:F1$Row25            -0.0592361  0.2000858  -0.296 0.767236    
## F1$HeightM:F1$Row25             0.0331806  0.2000858   0.166 0.868315    
## F1$HeightL:F1$Row26             0.1402639  0.2194924   0.639 0.522910    
## F1$HeightM:F1$Row26            -0.1353194  0.2194924  -0.617 0.537664    
## F1$HeightL:F1$Row27            -0.2877361  0.2000858  -1.438 0.150654    
## F1$HeightM:F1$Row27             0.1744306  0.2000858   0.872 0.383488    
## F1$HeightL:F1$Row28             0.1101806  0.2000858   0.551 0.581956    
## F1$HeightM:F1$Row28             0.0025972  0.2000858   0.013 0.989645    
## F1$HeightL:F1$Row29            -0.3611528  0.2000858  -1.805 0.071305 .  
## F1$HeightM:F1$Row29             0.1202639  0.2100134   0.573 0.566981    
## F1$HeightL:F1$Row3             -0.2792361  0.2000858  -1.396 0.163076    
## F1$HeightM:F1$Row3             -0.1253194  0.2000858  -0.626 0.531208    
## F1$HeightL:F1$Row30            -0.2663194  0.2000858  -1.331 0.183411    
## F1$HeightM:F1$Row30            -0.2344028  0.2100134  -1.116 0.264569    
## F1$HeightL:F1$Row31             0.0085139  0.1569127   0.054 0.956737    
## F1$HeightM:F1$Row31             0.1965139  0.1605766   1.224 0.221246    
## F1$HeightL:F1$Row32            -0.0553194  0.2000858  -0.276 0.782224    
## F1$HeightM:F1$Row32             0.0885972  0.2000858   0.443 0.657986    
## F1$HeightL:F1$Row33             0.2880972  0.2000858   1.440 0.150143    
## F1$HeightM:F1$Row33             0.2325139  0.2000858   1.162 0.245418    
## F1$HeightL:F1$Row34             0.4165972  0.2000858   2.082 0.037527 *  
## F1$HeightM:F1$Row34             0.2670139  0.2000858   1.334 0.182272    
## F1$HeightL:F1$Row35            -0.1402361  0.1896393  -0.739 0.459742    
## F1$HeightM:F1$Row35            -0.0283194  0.1896393  -0.149 0.881314    
## F1$HeightL:F1$Row36             0.1529306  0.2100134   0.728 0.466624    
## F1$HeightM:F1$Row36             0.2859306  0.2000858   1.429 0.153230    
## F1$HeightL:F1$Row37            -0.1297361  0.2100134  -0.618 0.536846    
## F1$HeightM:F1$Row37             0.0666806  0.2000858   0.333 0.738991    
## F1$HeightL:F1$Row38            -0.0527361  0.2194924  -0.240 0.810163    
## F1$HeightM:F1$Row38             0.1194306  0.2194924   0.544 0.586450    
## F1$HeightL:F1$Row39            -0.1299861  0.2000858  -0.650 0.516031    
## F1$HeightM:F1$Row39            -0.0465694  0.2000858  -0.233 0.815994    
## F1$HeightL:F1$Row4             -0.3434861  0.1896393  -1.811 0.070329 .  
## F1$HeightM:F1$Row4             -0.1082361  0.2000858  -0.541 0.588635    
## F1$HeightL:F1$Row40             0.2165972  0.2000858   1.083 0.279219    
## F1$HeightM:F1$Row40            -0.1477361  0.2000858  -0.738 0.460425    
## F1$HeightL:F1$Row41            -0.0778433  0.1752956  -0.444 0.657066    
## F1$HeightM:F1$Row41             0.0965139  0.1785827   0.540 0.588983    
## F1$HeightL:F1$Row42             0.2275972  0.2100134   1.084 0.278684    
## F1$HeightM:F1$Row42             0.1922639  0.1938855   0.992 0.321557    
## F1$HeightL:F1$Row43            -0.0194028  0.2000858  -0.097 0.922763    
## F1$HeightM:F1$Row43            -0.1804861  0.2000858  -0.902 0.367199    
## F1$HeightL:F1$Row44            -0.4584861  0.2194924  -2.089 0.036913 *  
## F1$HeightM:F1$Row44            -0.2280694  0.2194924  -1.039 0.298960    
## F1$HeightL:F1$Row45            -0.0048194  0.2000858  -0.024 0.980787    
## F1$HeightM:F1$Row45            -0.0524028  0.2000858  -0.262 0.793438    
## F1$HeightL:F1$Row46            -0.1204028  0.2285787  -0.527 0.598459    
## F1$HeightM:F1$Row46            -0.1272694  0.2138554  -0.595 0.551866    
## F1$HeightL:F1$Row47            -0.3085694  0.2000858  -1.542 0.123269    
## F1$HeightM:F1$Row47            -0.1656528  0.2000858  -0.828 0.407873    
## F1$HeightL:F1$Row48            -0.3330694  0.2000858  -1.665 0.096224 .  
## F1$HeightM:F1$Row48             0.0378472  0.2000858   0.189 0.850001    
## F1$HeightL:F1$Row49             0.0446806  0.2000858   0.223 0.823331    
## F1$HeightM:F1$Row49             0.0793472  0.2000858   0.397 0.691752    
## F1$HeightL:F1$Row5             -0.2030694  0.2100134  -0.967 0.333754    
## F1$HeightM:F1$Row5              0.0084306  0.2000858   0.042 0.966398    
## F1$HeightL:F1$Row50            -0.0792861  0.1500926  -0.528 0.597416    
## F1$HeightM:F1$Row50             0.0871091  0.1569127   0.555 0.578891    
## F1$HeightL:F1$Row6             -0.1849861  0.2000858  -0.925 0.355378    
## F1$HeightM:F1$Row6             -0.0840694  0.2000858  -0.420 0.674432    
## F1$HeightL:F1$Row7              0.3320139  0.2000858   1.659 0.097282 .  
## F1$HeightM:F1$Row7              0.3436806  0.2000858   1.718 0.086093 .  
## F1$HeightL:F1$Row8             -0.2823194  0.2000858  -1.411 0.158484    
## F1$HeightM:F1$Row8             -0.0681528  0.2000858  -0.341 0.733446    
## F1$HeightL:F1$Row9             -0.0349028  0.2000858  -0.174 0.861547    
## F1$HeightM:F1$Row9             -0.1814861  0.2000858  -0.907 0.364551    
## F1$Column2:F1$Row10             0.1953750  0.2255906   0.866 0.386615    
## F1$Column3:F1$Row10             0.2483750  0.2255906   1.101 0.271099    
## F1$Column4:F1$Row10                    NA         NA      NA       NA    
## F1$Column2:F1$Row11             0.2043750  0.2116227   0.966 0.334346    
## F1$Column3:F1$Row11             0.1843750  0.2116227   0.871 0.383780    
## F1$Column4:F1$Row11                    NA         NA      NA       NA    
## F1$Column2:F1$Row12             0.2087083  0.2344406   0.890 0.373500    
## F1$Column3:F1$Row12             0.2177083  0.2344406   0.929 0.353252    
## F1$Column4:F1$Row12                    NA         NA      NA       NA    
## F1$Column2:F1$Row13             0.5767083  0.2512070   2.296 0.021847 *  
## F1$Column3:F1$Row13             0.8023750  0.2512070   3.194 0.001436 ** 
## F1$Column4:F1$Row13                    NA         NA      NA       NA    
## F1$Column2:F1$Row14             0.0010417  0.2344406   0.004 0.996456    
## F1$Column3:F1$Row14             0.0113750  0.2344406   0.049 0.961309    
## F1$Column4:F1$Row14                    NA         NA      NA       NA    
## F1$Column2:F1$Row15             0.1183750  0.2344406   0.505 0.613696    
## F1$Column3:F1$Row15             0.1600417  0.2344406   0.683 0.494946    
## F1$Column4:F1$Row15                    NA         NA      NA       NA    
## F1$Column2:F1$Row16            -0.1966250  0.2344406  -0.839 0.401791    
## F1$Column3:F1$Row16             0.3067083  0.2344406   1.308 0.191015    
## F1$Column4:F1$Row16                    NA         NA      NA       NA    
## F1$Column2:F1$Row17            -0.1363333  0.2552266  -0.534 0.593317    
## F1$Column3:F1$Row17                    NA         NA      NA       NA    
## F1$Column4:F1$Row17                    NA         NA      NA       NA    
## F1$Column2:F1$Row18            -0.1789583  0.2344406  -0.763 0.445396    
## F1$Column3:F1$Row18            -0.2059583  0.2344406  -0.879 0.379828    
## F1$Column4:F1$Row18                    NA         NA      NA       NA    
## F1$Column2:F1$Row19             0.0567083  0.2344406   0.242 0.808905    
## F1$Column3:F1$Row19             0.0537083  0.2344406   0.229 0.818833    
## F1$Column4:F1$Row19                    NA         NA      NA       NA    
## F1$Column2:F1$Row2              0.1407083  0.2344406   0.600 0.548485    
## F1$Column3:F1$Row2              0.1527083  0.2344406   0.651 0.514919    
## F1$Column4:F1$Row2                     NA         NA      NA       NA    
## F1$Column2:F1$Row20            -0.1656250  0.2163789  -0.765 0.444147    
## F1$Column3:F1$Row20             0.2270417  0.2344406   0.968 0.333003    
## F1$Column4:F1$Row20                    NA         NA      NA       NA    
## F1$Column2:F1$Row21            -0.0840417  0.2255906  -0.373 0.709550    
## F1$Column3:F1$Row21             0.1119583  0.2255906   0.496 0.619773    
## F1$Column4:F1$Row21                    NA         NA      NA       NA    
## F1$Column2:F1$Row22            -0.0726250  0.2344406  -0.310 0.756777    
## F1$Column3:F1$Row22             0.0917083  0.2344406   0.391 0.695728    
## F1$Column4:F1$Row22                    NA         NA      NA       NA    
## F1$Column2:F1$Row23            -0.3489583  0.2344406  -1.488 0.136866    
## F1$Column3:F1$Row23            -0.0909583  0.2344406  -0.388 0.698093    
## F1$Column4:F1$Row23            -0.3780833  0.2344406  -1.613 0.107049    
## F1$Column2:F1$Row24             0.1395417  0.2512070   0.555 0.578658    
## F1$Column3:F1$Row24             0.1163750  0.2344406   0.496 0.619699    
## F1$Column4:F1$Row24                    NA         NA      NA       NA    
## F1$Column2:F1$Row25             0.0197083  0.2344406   0.084 0.933017    
## F1$Column3:F1$Row25            -0.1796250  0.2344406  -0.766 0.443703    
## F1$Column4:F1$Row25                    NA         NA      NA       NA    
## F1$Column2:F1$Row26            -0.2024583  0.2669224  -0.758 0.448293    
## F1$Column3:F1$Row26            -0.0972917  0.2512070  -0.387 0.698599    
## F1$Column4:F1$Row26                    NA         NA      NA       NA    
## F1$Column2:F1$Row27            -0.1426250  0.2344406  -0.608 0.543052    
## F1$Column3:F1$Row27             0.1118750  0.2512070   0.445 0.656140    
## F1$Column4:F1$Row27                    NA         NA      NA       NA    
## F1$Column2:F1$Row28             0.2690417  0.2344406   1.148 0.251347    
## F1$Column3:F1$Row28             0.4797083  0.2344406   2.046 0.040937 *  
## F1$Column4:F1$Row28                    NA         NA      NA       NA    
## F1$Column2:F1$Row29             0.0648750  0.2255906   0.288 0.773715    
## F1$Column3:F1$Row29            -0.0462917  0.2344406  -0.197 0.843501    
## F1$Column4:F1$Row29                    NA         NA      NA       NA    
## F1$Column2:F1$Row3             -0.1679583  0.2344406  -0.716 0.473858    
## F1$Column3:F1$Row3              0.0143750  0.2344406   0.061 0.951117    
## F1$Column4:F1$Row3                     NA         NA      NA       NA    
## F1$Column2:F1$Row30             0.0007083  0.2344406   0.003 0.997590    
## F1$Column3:F1$Row30            -0.0882917  0.2344406  -0.377 0.706527    
## F1$Column4:F1$Row30                    NA         NA      NA       NA    
## F1$Column2:F1$Row31             0.1932917  0.2116227   0.913 0.361211    
## F1$Column3:F1$Row31             0.1326250  0.2116227   0.627 0.530961    
## F1$Column4:F1$Row31                    NA         NA      NA       NA    
## F1$Column2:F1$Row32             0.1183750  0.2344406   0.505 0.613696    
## F1$Column3:F1$Row32             0.0450417  0.2344406   0.192 0.847675    
## F1$Column4:F1$Row32            -0.1357500  0.2344406  -0.579 0.562663    
## F1$Column2:F1$Row33             0.2330417  0.2344406   0.994 0.320390    
## F1$Column3:F1$Row33             0.3507083  0.2344406   1.496 0.134910    
## F1$Column4:F1$Row33                    NA         NA      NA       NA    
## F1$Column2:F1$Row34             0.3640417  0.2344406   1.553 0.120709    
## F1$Column3:F1$Row34             0.5590417  0.2344406   2.385 0.017240 *  
## F1$Column4:F1$Row34             0.3635833  0.2344406   1.551 0.121177    
## F1$Column2:F1$Row35             0.0066250  0.2255906   0.029 0.976576    
## F1$Column3:F1$Row35             0.1019583  0.2255906   0.452 0.651371    
## F1$Column4:F1$Row35            -0.2858333  0.2255906  -1.267 0.205364    
## F1$Column2:F1$Row36             0.3570417  0.2344406   1.523 0.128011    
## F1$Column3:F1$Row36             0.4827083  0.2344406   2.059 0.039693 *  
## F1$Column4:F1$Row36                    NA         NA      NA       NA    
## F1$Column2:F1$Row37            -0.1079583  0.2344406  -0.460 0.645238    
## F1$Column3:F1$Row37             0.0403750  0.2344406   0.172 0.863292    
## F1$Column4:F1$Row37                    NA         NA      NA       NA    
## F1$Column2:F1$Row38             0.0720417  0.2429685   0.297 0.766890    
## F1$Column3:F1$Row38             0.2555417  0.2512070   1.017 0.309219    
## F1$Column4:F1$Row38                    NA         NA      NA       NA    
## F1$Column2:F1$Row39             0.0773750  0.2344406   0.330 0.741422    
## F1$Column3:F1$Row39             0.0227083  0.2344406   0.097 0.922851    
## F1$Column4:F1$Row39                    NA         NA      NA       NA    
## F1$Column2:F1$Row4             -0.1921250  0.2255906  -0.852 0.394562    
## F1$Column3:F1$Row4              0.0532083  0.2255906   0.236 0.813576    
## F1$Column4:F1$Row4                     NA         NA      NA       NA    
## F1$Column2:F1$Row40             0.2517083  0.2344406   1.074 0.283174    
## F1$Column3:F1$Row40             0.2157083  0.2344406   0.920 0.357690    
## F1$Column4:F1$Row40                    NA         NA      NA       NA    
## F1$Column2:F1$Row41             0.0707917  0.2255906   0.314 0.753718    
## F1$Column3:F1$Row41            -0.0245417  0.2255906  -0.109 0.913387    
## F1$Column4:F1$Row41            -0.2338333  0.2429685  -0.962 0.336025    
## F1$Column2:F1$Row42             0.2160417  0.2344406   0.922 0.356948    
## F1$Column3:F1$Row42             0.1633750  0.2344406   0.697 0.486006    
## F1$Column4:F1$Row42                    NA         NA      NA       NA    
## F1$Column2:F1$Row43            -0.4709583  0.2344406  -2.009 0.044756 *  
## F1$Column3:F1$Row43            -0.3082917  0.2512070  -1.227 0.219952    
## F1$Column4:F1$Row43                    NA         NA      NA       NA    
## F1$Column2:F1$Row44            -0.0177917  0.2512070  -0.071 0.943548    
## F1$Column3:F1$Row44             0.0198750  0.2512070   0.079 0.936951    
## F1$Column4:F1$Row44                    NA         NA      NA       NA    
## F1$Column2:F1$Row45            -0.0902917  0.2344406  -0.385 0.700198    
## F1$Column3:F1$Row45            -0.0306250  0.2344406  -0.131 0.896088    
## F1$Column4:F1$Row45            -0.0594167  0.2344406  -0.253 0.799968    
## F1$Column2:F1$Row46             0.0670417  0.2512070   0.267 0.789605    
## F1$Column3:F1$Row46            -0.1369583  0.2512070  -0.545 0.585708    
## F1$Column4:F1$Row46             0.0085833  0.2512070   0.034 0.972748    
## F1$Column2:F1$Row47            -0.1762917  0.2344406  -0.752 0.452205    
## F1$Column3:F1$Row47            -0.0544583  0.2255906  -0.241 0.809280    
## F1$Column4:F1$Row47             0.0022500  0.2344406   0.010 0.992344    
## F1$Column2:F1$Row48            -0.0307917  0.2512070  -0.123 0.902462    
## F1$Column3:F1$Row48             0.0640417  0.2255906   0.284 0.776544    
## F1$Column4:F1$Row48                    NA         NA      NA       NA    
## F1$Column2:F1$Row49             0.0687083  0.2344406   0.293 0.769512    
## F1$Column3:F1$Row49             0.1337083  0.2344406   0.570 0.568552    
## F1$Column4:F1$Row49            -0.0670833  0.2344406  -0.286 0.774814    
## F1$Column2:F1$Row5              0.1980417  0.2344406   0.845 0.398409    
## F1$Column3:F1$Row5              0.2317083  0.2344406   0.988 0.323165    
## F1$Column4:F1$Row5                     NA         NA      NA       NA    
## F1$Column2:F1$Row50             0.0421250  0.2116227   0.199 0.842249    
## F1$Column3:F1$Row50             0.1907917  0.2116227   0.902 0.367453    
## F1$Column4:F1$Row50                    NA         NA      NA       NA    
## F1$Column2:F1$Row6             -0.1359583  0.2344406  -0.580 0.562064    
## F1$Column3:F1$Row6             -0.0806250  0.2344406  -0.344 0.730974    
## F1$Column4:F1$Row6                     NA         NA      NA       NA    
## F1$Column2:F1$Row7              0.3320417  0.2344406   1.416 0.156920    
## F1$Column3:F1$Row7              0.7057083  0.2344406   3.010 0.002661 ** 
## F1$Column4:F1$Row7                     NA         NA      NA       NA    
## F1$Column2:F1$Row8              0.1047083  0.2344406   0.447 0.655215    
## F1$Column3:F1$Row8              0.2227083  0.2344406   0.950 0.342309    
## F1$Column4:F1$Row8                     NA         NA      NA       NA    
## F1$Column2:F1$Row9              0.2010417  0.2344406   0.858 0.391304    
## F1$Column3:F1$Row9              0.2012083  0.2255906   0.892 0.372600    
## F1$Column4:F1$Row9                     NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row10 -0.3035139  0.3048952  -0.995 0.319691    
## F1$HeightM:F1$Column2:F1$Row10  0.1025694  0.3179680   0.323 0.747066    
## F1$HeightL:F1$Column3:F1$Row10 -0.1622639  0.3048952  -0.532 0.594680    
## F1$HeightM:F1$Column3:F1$Row10  0.2457361  0.3115002   0.789 0.430325    
## F1$HeightL:F1$Column4:F1$Row10         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row10         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row11  0.1457361  0.2820033   0.517 0.605391    
## F1$HeightM:F1$Column2:F1$Row11 -0.1108472  0.2829641  -0.392 0.695317    
## F1$HeightL:F1$Column3:F1$Row11  0.2884861  0.2820033   1.023 0.306501    
## F1$HeightM:F1$Column3:F1$Row11  0.1911528  0.2829641   0.676 0.499453    
## F1$HeightL:F1$Column4:F1$Row11         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row11         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row12 -0.0913472  0.3115002  -0.293 0.769378    
## F1$HeightM:F1$Column2:F1$Row12  0.0552361  0.3115002   0.177 0.859282    
## F1$HeightL:F1$Column3:F1$Row12  0.0554861  0.3179680   0.175 0.861498    
## F1$HeightM:F1$Column3:F1$Row12  0.0692361  0.3115002   0.222 0.824141    
## F1$HeightL:F1$Column4:F1$Row12         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row12         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row13 -0.3113472  0.3243069  -0.960 0.337212    
## F1$HeightM:F1$Column2:F1$Row13 -0.3642639  0.3243069  -1.123 0.261554    
## F1$HeightL:F1$Column3:F1$Row13 -0.1240972  0.3305242  -0.375 0.707382    
## F1$HeightM:F1$Column3:F1$Row13 -0.5086806  0.3426205  -1.485 0.137869    
## F1$HeightL:F1$Column4:F1$Row13         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row13         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row14  0.2195694  0.3115002   0.705 0.481011    
## F1$HeightM:F1$Column2:F1$Row14 -0.1070972  0.3115002  -0.344 0.731043    
## F1$HeightL:F1$Column3:F1$Row14  0.1029861  0.3115002   0.331 0.740989    
## F1$HeightM:F1$Column3:F1$Row14  0.0313194  0.3115002   0.101 0.919928    
## F1$HeightL:F1$Column4:F1$Row14         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row14         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row15  0.0254861  0.3115002   0.082 0.934804    
## F1$HeightM:F1$Column2:F1$Row15 -0.1064306  0.3115002  -0.342 0.732653    
## F1$HeightL:F1$Column3:F1$Row15  0.0633194  0.3115002   0.203 0.838953    
## F1$HeightM:F1$Column3:F1$Row15 -0.2025972  0.3115002  -0.650 0.515553    
## F1$HeightL:F1$Column4:F1$Row15         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row15         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row16  0.1714861  0.3305242   0.519 0.603966    
## F1$HeightM:F1$Column2:F1$Row16  0.1075694  0.3179680   0.338 0.735189    
## F1$HeightL:F1$Column3:F1$Row16  0.2029028  0.3305242   0.614 0.539400    
## F1$HeightM:F1$Column3:F1$Row16 -0.3217639  0.3179680  -1.012 0.311754    
## F1$HeightL:F1$Column4:F1$Row16         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row16         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row17 -0.3434167  0.3376331  -1.017 0.309279    
## F1$HeightM:F1$Column2:F1$Row17  0.0375833  0.3376331   0.111 0.911384    
## F1$HeightL:F1$Column3:F1$Row17         NA         NA      NA       NA    
## F1$HeightM:F1$Column3:F1$Row17         NA         NA      NA       NA    
## F1$HeightL:F1$Column4:F1$Row17         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row17         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row18 -0.1316806  0.3115002  -0.423 0.672561    
## F1$HeightM:F1$Column2:F1$Row18  0.0496528  0.3115002   0.159 0.873379    
## F1$HeightL:F1$Column3:F1$Row18  0.7495694  0.3305242   2.268 0.023502 *  
## F1$HeightM:F1$Column3:F1$Row18  0.2836528  0.3179680   0.892 0.372514    
## F1$HeightL:F1$Column4:F1$Row18         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row18         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row19 -0.4038472  0.3115002  -1.296 0.195045    
## F1$HeightM:F1$Column2:F1$Row19  0.0914861  0.3115002   0.294 0.769037    
## F1$HeightL:F1$Column3:F1$Row19 -0.1913472  0.3115002  -0.614 0.539139    
## F1$HeightM:F1$Column3:F1$Row19  0.1524861  0.3115002   0.490 0.624554    
## F1$HeightL:F1$Column4:F1$Row19         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row19         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row2  -0.2535972  0.3115002  -0.814 0.415726    
## F1$HeightM:F1$Column2:F1$Row2   0.1117361  0.3115002   0.359 0.719875    
## F1$HeightL:F1$Column3:F1$Row2   0.1764028  0.3115002   0.566 0.571286    
## F1$HeightM:F1$Column3:F1$Row2   0.3419861  0.3115002   1.098 0.272463    
## F1$HeightL:F1$Column4:F1$Row2          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row2          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row20 -0.0266389  0.2877201  -0.093 0.926246    
## F1$HeightM:F1$Column2:F1$Row20 -0.1006806  0.2877201  -0.350 0.726451    
## F1$HeightL:F1$Column3:F1$Row20 -0.0876806  0.3115002  -0.281 0.778388    
## F1$HeightM:F1$Column3:F1$Row20 -0.2423472  0.3115002  -0.778 0.436709    
## F1$HeightL:F1$Column4:F1$Row20         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row20         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row21  0.5575694  0.2981439   1.870 0.061687 .  
## F1$HeightM:F1$Column2:F1$Row21  0.1229861  0.3008626   0.409 0.682769    
## F1$HeightL:F1$Column3:F1$Row21  0.3730694  0.2981439   1.251 0.211045    
## F1$HeightM:F1$Column3:F1$Row21  0.1802361  0.3008626   0.599 0.549233    
## F1$HeightL:F1$Column4:F1$Row21         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row21         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row22 -0.1697639  0.3115002  -0.545 0.585854    
## F1$HeightM:F1$Column2:F1$Row22  0.1613194  0.3115002   0.518 0.604630    
## F1$HeightL:F1$Column3:F1$Row22  0.0341528  0.3115002   0.110 0.912712    
## F1$HeightM:F1$Column3:F1$Row22  0.3342361  0.3115002   1.073 0.283473    
## F1$HeightL:F1$Column4:F1$Row22         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row22         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row23 -0.0189306  0.3115002  -0.061 0.951550    
## F1$HeightM:F1$Column2:F1$Row23 -0.0010972  0.3179680  -0.003 0.997247    
## F1$HeightL:F1$Column3:F1$Row23 -0.0804306  0.3115002  -0.258 0.796290    
## F1$HeightM:F1$Column3:F1$Row23 -0.1685972  0.3179680  -0.530 0.596040    
## F1$HeightL:F1$Column4:F1$Row23  0.3992833  0.3171133   1.259 0.208211    
## F1$HeightM:F1$Column4:F1$Row23 -0.0469881  0.3203976  -0.147 0.883426    
## F1$HeightL:F1$Column2:F1$Row24 -0.6239306  0.3243069  -1.924 0.054584 .  
## F1$HeightM:F1$Column2:F1$Row24 -0.2734472  0.3205186  -0.853 0.393737    
## F1$HeightL:F1$Column3:F1$Row24  0.2329861  0.3115002   0.748 0.454625    
## F1$HeightM:F1$Column3:F1$Row24  0.0979694  0.3075543   0.319 0.750123    
## F1$HeightL:F1$Column4:F1$Row24         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row24         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row25 -0.0278472  0.3115002  -0.089 0.928780    
## F1$HeightM:F1$Column2:F1$Row25 -0.1107639  0.3115002  -0.356 0.722211    
## F1$HeightL:F1$Column3:F1$Row25  0.1194861  0.3115002   0.384 0.701350    
## F1$HeightM:F1$Column3:F1$Row25  0.0063194  0.3115002   0.020 0.983817    
## F1$HeightL:F1$Column4:F1$Row25         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row25         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row26 -0.3301806  0.3366267  -0.981 0.326847    
## F1$HeightM:F1$Column2:F1$Row26  0.1541528  0.3366267   0.458 0.647076    
## F1$HeightL:F1$Column3:F1$Row26  0.0159028  0.3243069   0.049 0.960898    
## F1$HeightM:F1$Column3:F1$Row26  0.3424861  0.3243069   1.056 0.291137    
## F1$HeightL:F1$Column4:F1$Row26         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row26         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row27  0.1182361  0.3115002   0.380 0.704326    
## F1$HeightM:F1$Column2:F1$Row27 -0.1734306  0.3115002  -0.557 0.577787    
## F1$HeightL:F1$Column3:F1$Row27  0.4329861  0.3243069   1.335 0.182071    
## F1$HeightM:F1$Column3:F1$Row27 -0.0859306  0.3243069  -0.265 0.791077    
## F1$HeightL:F1$Column4:F1$Row27         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row27         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row28 -0.1454306  0.3115002  -0.467 0.640669    
## F1$HeightM:F1$Column2:F1$Row28  0.0606528  0.3115002   0.195 0.845649    
## F1$HeightL:F1$Column3:F1$Row28  0.1644028  0.3115002   0.528 0.597743    
## F1$HeightM:F1$Column3:F1$Row28 -0.1225139  0.3115002  -0.393 0.694160    
## F1$HeightL:F1$Column4:F1$Row28         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row28         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row29 -0.0432639  0.3048952  -0.142 0.887183    
## F1$HeightM:F1$Column2:F1$Row29 -0.1209306  0.3115002  -0.388 0.697916    
## F1$HeightL:F1$Column3:F1$Row29  0.3344028  0.3115002   1.074 0.283233    
## F1$HeightM:F1$Column3:F1$Row29  0.0179028  0.3243069   0.055 0.955985    
## F1$HeightL:F1$Column4:F1$Row29         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row29         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row3   0.4180694  0.3115002   1.342 0.179790    
## F1$HeightM:F1$Column2:F1$Row3   0.6699028  0.3115002   2.151 0.031692 *  
## F1$HeightL:F1$Column3:F1$Row3   0.6819861  0.3115002   2.189 0.028746 *  
## F1$HeightM:F1$Column3:F1$Row3   0.2935694  0.3115002   0.942 0.346142    
## F1$HeightL:F1$Column4:F1$Row3          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row3          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row30  0.1006528  0.3179680   0.317 0.751635    
## F1$HeightM:F1$Column2:F1$Row30  0.2739028  0.3243069   0.845 0.398500    
## F1$HeightL:F1$Column3:F1$Row30  0.4011528  0.3115002   1.288 0.198039    
## F1$HeightM:F1$Column3:F1$Row30  0.0664861  0.3179680   0.209 0.834405    
## F1$HeightL:F1$Column4:F1$Row30         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row30         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row31 -0.3611806  0.2856915  -1.264 0.206371    
## F1$HeightM:F1$Column2:F1$Row31 -0.2521806  0.2877201  -0.876 0.380930    
## F1$HeightL:F1$Column3:F1$Row31 -0.0132639  0.2856915  -0.046 0.962977    
## F1$HeightM:F1$Column3:F1$Row31 -0.3567639  0.2877201  -1.240 0.215208    
## F1$HeightL:F1$Column4:F1$Row31         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row31         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row32 -0.1517639  0.3115002  -0.487 0.626196    
## F1$HeightM:F1$Column2:F1$Row32  0.2288194  0.3115002   0.735 0.462731    
## F1$HeightL:F1$Column3:F1$Row32  0.2140694  0.3115002   0.687 0.492065    
## F1$HeightM:F1$Column3:F1$Row32  0.2354028  0.3115002   0.756 0.449960    
## F1$HeightL:F1$Column4:F1$Row32  0.2332000  0.3171133   0.735 0.462237    
## F1$HeightM:F1$Column4:F1$Row32  0.2339286  0.3139799   0.745 0.456379    
## F1$HeightL:F1$Column2:F1$Row33 -0.4931806  0.3115002  -1.583 0.113607    
## F1$HeightM:F1$Column2:F1$Row33 -0.2658472  0.3115002  -0.853 0.393570    
## F1$HeightL:F1$Column3:F1$Row33  0.0834028  0.3115002   0.268 0.788937    
## F1$HeightM:F1$Column3:F1$Row33 -0.1957639  0.3115002  -0.628 0.529815    
## F1$HeightL:F1$Column4:F1$Row33         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row33         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row34 -0.3269306  0.3115002  -1.050 0.294125    
## F1$HeightM:F1$Column2:F1$Row34 -0.2830972  0.3115002  -0.909 0.363612    
## F1$HeightL:F1$Column3:F1$Row34 -0.4524306  0.3115002  -1.452 0.146622    
## F1$HeightM:F1$Column3:F1$Row34 -0.4578472  0.3115002  -1.470 0.141851    
## F1$HeightL:F1$Column4:F1$Row34 -0.2618833  0.3171133  -0.826 0.409047    
## F1$HeightM:F1$Column4:F1$Row34 -0.1041548  0.3139799  -0.332 0.740150    
## F1$HeightL:F1$Column2:F1$Row35 -0.0945139  0.3048952  -0.310 0.756619    
## F1$HeightM:F1$Column2:F1$Row35  0.2143194  0.3048952   0.703 0.482225    
## F1$HeightL:F1$Column3:F1$Row35  0.1311528  0.3048952   0.430 0.667152    
## F1$HeightM:F1$Column3:F1$Row35 -0.0070139  0.3048952  -0.023 0.981650    
## F1$HeightL:F1$Column4:F1$Row35  0.3240333  0.3106277   1.043 0.297067    
## F1$HeightM:F1$Column4:F1$Row35  0.4932619  0.3074282   1.604 0.108849    
## F1$HeightL:F1$Column2:F1$Row36 -0.2808472  0.3179680  -0.883 0.377259    
## F1$HeightM:F1$Column2:F1$Row36 -0.3055972  0.3115002  -0.981 0.326749    
## F1$HeightL:F1$Column3:F1$Row36 -0.0232639  0.3179680  -0.073 0.941687    
## F1$HeightM:F1$Column3:F1$Row36 -0.3957639  0.3115002  -1.271 0.204128    
## F1$HeightL:F1$Column4:F1$Row36         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row36         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row37  0.3735694  0.3179680   1.175 0.240262    
## F1$HeightM:F1$Column2:F1$Row37 -0.2075972  0.3115002  -0.666 0.505245    
## F1$HeightL:F1$Column3:F1$Row37  0.2124861  0.3179680   0.668 0.504083    
## F1$HeightM:F1$Column3:F1$Row37  0.0423194  0.3115002   0.136 0.891955    
## F1$HeightL:F1$Column4:F1$Row37         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row37         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row38 -0.1721806  0.3179680  -0.542 0.588253    
## F1$HeightM:F1$Column2:F1$Row38 -0.1714306  0.3243069  -0.529 0.597168    
## F1$HeightL:F1$Column3:F1$Row38  0.0008194  0.3243069   0.003 0.997984    
## F1$HeightM:F1$Column3:F1$Row38 -0.1659306  0.3305242  -0.502 0.615736    
## F1$HeightL:F1$Column4:F1$Row38         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row38         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row39 -0.2887639  0.3115002  -0.927 0.354091    
## F1$HeightM:F1$Column2:F1$Row39 -0.0656806  0.3115002  -0.211 0.833035    
## F1$HeightL:F1$Column3:F1$Row39  0.2831528  0.3115002   0.909 0.363518    
## F1$HeightM:F1$Column3:F1$Row39  0.3117361  0.3115002   1.001 0.317128    
## F1$HeightL:F1$Column4:F1$Row39         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row39         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row4   0.3382361  0.3048952   1.109 0.267481    
## F1$HeightM:F1$Column2:F1$Row4   0.1809861  0.3115002   0.581 0.561330    
## F1$HeightL:F1$Column3:F1$Row4   0.5699028  0.3048952   1.869 0.061820 .  
## F1$HeightM:F1$Column3:F1$Row4   0.3071528  0.3115002   0.986 0.324293    
## F1$HeightL:F1$Column4:F1$Row4          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row4          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row40 -0.4120972  0.3115002  -1.323 0.186084    
## F1$HeightM:F1$Column2:F1$Row40  0.2569861  0.3115002   0.825 0.409524    
## F1$HeightL:F1$Column3:F1$Row40 -0.1405972  0.3115002  -0.451 0.651808    
## F1$HeightM:F1$Column3:F1$Row40  0.2029861  0.3115002   0.652 0.514747    
## F1$HeightL:F1$Column4:F1$Row40         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row40         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row41  0.0954266  0.2961867   0.322 0.747365    
## F1$HeightM:F1$Column2:F1$Row41  0.0520694  0.2981439   0.175 0.861385    
## F1$HeightL:F1$Column3:F1$Row41  0.3780099  0.2961867   1.276 0.202091    
## F1$HeightM:F1$Column3:F1$Row41  0.0531528  0.2981439   0.178 0.858531    
## F1$HeightL:F1$Column4:F1$Row41  0.3833905  0.3216658   1.192 0.233519    
## F1$HeightM:F1$Column4:F1$Row41  0.2053452  0.3203976   0.641 0.521694    
## F1$HeightL:F1$Column2:F1$Row42 -0.7171806  0.3179680  -2.256 0.024265 *  
## F1$HeightM:F1$Column2:F1$Row42 -0.1875972  0.3075543  -0.610 0.541991    
## F1$HeightL:F1$Column3:F1$Row42  0.6524861  0.3179680   2.052 0.040363 *  
## F1$HeightM:F1$Column3:F1$Row42  0.0838194  0.3075543   0.273 0.785253    
## F1$HeightL:F1$Column4:F1$Row42         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row42         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row43  0.1273194  0.3115002   0.409 0.682804    
## F1$HeightM:F1$Column2:F1$Row43  0.3306528  0.3115002   1.061 0.288665    
## F1$HeightL:F1$Column3:F1$Row43  0.3269028  0.3243069   1.008 0.313638    
## F1$HeightM:F1$Column3:F1$Row43  0.8996528  0.3305242   2.722 0.006577 ** 
## F1$HeightL:F1$Column4:F1$Row43         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row43         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row44  0.4056528  0.3243069   1.251 0.211219    
## F1$HeightM:F1$Column2:F1$Row44  0.1364861  0.3243069   0.421 0.673930    
## F1$HeightL:F1$Column3:F1$Row44  0.5889861  0.3243069   1.816 0.069577 .  
## F1$HeightM:F1$Column3:F1$Row44  0.0090694  0.3243069   0.028 0.977694    
## F1$HeightL:F1$Column4:F1$Row44         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row44         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row45 -0.0380972  0.3115002  -0.122 0.902678    
## F1$HeightM:F1$Column2:F1$Row45  0.0854861  0.3115002   0.274 0.783795    
## F1$HeightL:F1$Column3:F1$Row45 -0.2010139  0.3115002  -0.645 0.518840    
## F1$HeightM:F1$Column3:F1$Row45  0.1052361  0.3179680   0.331 0.740724    
## F1$HeightL:F1$Column4:F1$Row45  0.3528667  0.3171133   1.113 0.266021    
## F1$HeightM:F1$Column4:F1$Row45  0.2490952  0.3139799   0.793 0.427718    
## F1$HeightL:F1$Column2:F1$Row46  0.2172361  0.3305242   0.657 0.511137    
## F1$HeightM:F1$Column2:F1$Row46  0.3108528  0.3205186   0.970 0.332303    
## F1$HeightL:F1$Column3:F1$Row46  0.1927361  0.3305242   0.583 0.559911    
## F1$HeightM:F1$Column3:F1$Row46  0.4296028  0.3205186   1.340 0.180368    
## F1$HeightL:F1$Column4:F1$Row46  0.2660333  0.3358195   0.792 0.428392    
## F1$HeightM:F1$Column4:F1$Row46  0.3835452  0.3229290   1.188 0.235163    
## F1$HeightL:F1$Column2:F1$Row47  0.4869028  0.3115002   1.563 0.118272    
## F1$HeightM:F1$Column2:F1$Row47  0.5034861  0.3115002   1.616 0.106264    
## F1$HeightL:F1$Column3:F1$Row47  0.3045694  0.3048952   0.999 0.318012    
## F1$HeightM:F1$Column3:F1$Row47  0.3749861  0.3115002   1.204 0.228881    
## F1$HeightL:F1$Column4:F1$Row47  0.5986167  0.3234689   1.851 0.064449 .  
## F1$HeightM:F1$Column4:F1$Row47  0.3916786  0.3139799   1.247 0.212450    
## F1$HeightL:F1$Column2:F1$Row48  0.4961528  0.3243069   1.530 0.126285    
## F1$HeightM:F1$Column2:F1$Row48  0.2179861  0.3243069   0.672 0.501600    
## F1$HeightL:F1$Column3:F1$Row48  0.3425694  0.3008626   1.139 0.255067    
## F1$HeightM:F1$Column3:F1$Row48 -0.1496806  0.3115002  -0.481 0.630941    
## F1$HeightL:F1$Column4:F1$Row48         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row48         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row49 -0.3095972  0.3115002  -0.994 0.320459    
## F1$HeightM:F1$Column2:F1$Row49 -0.0790139  0.3115002  -0.254 0.799801    
## F1$HeightL:F1$Column3:F1$Row49 -0.0405972  0.3115002  -0.130 0.896327    
## F1$HeightM:F1$Column3:F1$Row49 -0.0765139  0.3115002  -0.246 0.806007    
## F1$HeightL:F1$Column4:F1$Row49 -0.0304667  0.3171133  -0.096 0.923476    
## F1$HeightM:F1$Column4:F1$Row49 -0.0727381  0.3139799  -0.232 0.816834    
## F1$HeightL:F1$Column2:F1$Row5  -0.1093472  0.3179680  -0.344 0.730981    
## F1$HeightM:F1$Column2:F1$Row5   0.0369028  0.3115002   0.118 0.905715    
## F1$HeightL:F1$Column3:F1$Row5   0.4862361  0.3179680   1.529 0.126456    
## F1$HeightM:F1$Column3:F1$Row5   0.0312361  0.3115002   0.100 0.920140    
## F1$HeightL:F1$Column4:F1$Row5          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row5          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row50  0.2557861  0.2820033   0.907 0.364556    
## F1$HeightM:F1$Column2:F1$Row50  0.1341409  0.2856915   0.470 0.638768    
## F1$HeightL:F1$Column3:F1$Row50  0.1531194  0.2820033   0.543 0.587242    
## F1$HeightM:F1$Column3:F1$Row50 -0.1475258  0.2856915  -0.516 0.605675    
## F1$HeightL:F1$Column4:F1$Row50         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row50         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row6   0.2013194  0.3115002   0.646 0.518204    
## F1$HeightM:F1$Column2:F1$Row6   0.2179028  0.3115002   0.700 0.484347    
## F1$HeightL:F1$Column3:F1$Row6   0.3567361  0.3115002   1.145 0.252327    
## F1$HeightM:F1$Column3:F1$Row6   0.2688194  0.3115002   0.863 0.388304    
## F1$HeightL:F1$Column4:F1$Row6          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row6          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row7  -0.6249306  0.3115002  -2.006 0.045040 *  
## F1$HeightM:F1$Column2:F1$Row7  -0.4188472  0.3115002  -1.345 0.178982    
## F1$HeightL:F1$Column3:F1$Row7  -0.3128472  0.3115002  -1.004 0.315407    
## F1$HeightM:F1$Column3:F1$Row7  -0.5587639  0.3115002  -1.794 0.073077 .  
## F1$HeightL:F1$Column4:F1$Row7          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row7          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row8  -0.1920972  0.3115002  -0.617 0.537550    
## F1$HeightM:F1$Column2:F1$Row8  -0.0927639  0.3115002  -0.298 0.765905    
## F1$HeightL:F1$Column3:F1$Row8   0.2911528  0.3115002   0.935 0.350125    
## F1$HeightM:F1$Column3:F1$Row8   0.1307361  0.3115002   0.420 0.674774    
## F1$HeightL:F1$Column4:F1$Row8          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row8          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row9  -0.3841806  0.3115002  -1.233 0.217675    
## F1$HeightM:F1$Column2:F1$Row9  -0.1185972  0.3115002  -0.381 0.703466    
## F1$HeightL:F1$Column3:F1$Row9  -0.1493472  0.3048952  -0.490 0.624335    
## F1$HeightM:F1$Column3:F1$Row9   0.0402361  0.3048952   0.132 0.895031    
## F1$HeightL:F1$Column4:F1$Row9          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row9          NA         NA      NA       NA    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.221 on 1315 degrees of freedom
## Multiple R-squared:  0.4167, Adjusted R-squared:  0.2056 
## F-statistic: 1.974 on 476 and 1315 DF,  p-value: < 2.2e-16
## Analysis of Variance Table
## 
## Response: F1$NBI
##                              Df Sum Sq Mean Sq F value    Pr(>F)    
## F1$Height                     2    100  50.044  0.7850 0.4563286    
## F1$Column                     3    818 272.802  4.2793 0.0051365 ** 
## F1$Row                       49   7816 159.511  2.5021 8.551e-08 ***
## F1$Height:F1$Column           6    792 132.004  2.0707 0.0539220 .  
## F1$Height:F1$Row             98   8175  83.418  1.3085 0.0268723 *  
## F1$Column:F1$Row            106   7765  73.250  1.1490 0.1510179    
## F1$Height:F1$Column:F1$Row  212  18842  88.877  1.3942 0.0004396 ***
## Residuals                  1315  83831  63.750                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$NBI ~ F1$Height * F1$Column * F1$Row)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -20.7633  -4.6044   0.1038   4.7150  24.3275 
## 
## Coefficients: (123 not defined because of singularities)
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     21.113750   2.822893   7.479 1.36e-13 ***
## F1$HeightL                      -7.893750   3.879696  -2.035 0.042088 *  
## F1$HeightM                      -6.251528   3.879696  -1.611 0.107345    
## F1$Column2                      -3.607083   5.405429  -0.667 0.504693    
## F1$Column3                      -4.117083   5.405429  -0.762 0.446401    
## F1$Column4                      -4.794583   5.405429  -0.887 0.375244    
## F1$Row10                        -3.041250   4.889394  -0.622 0.534043    
## F1$Row11                       -11.893750   3.992174  -2.979 0.002942 ** 
## F1$Row12                         4.509583   5.405429   0.834 0.404281    
## F1$Row13                         1.826250   6.312181   0.289 0.772381    
## F1$Row14                        -2.930417   5.405429  -0.542 0.587824    
## F1$Row15                         5.202917   5.405429   0.963 0.335958    
## F1$Row16                        -3.637083   5.405429  -0.673 0.501156    
## F1$Row17                         5.820000   6.519192   0.893 0.372155    
## F1$Row18                        -8.963750   5.405429  -1.658 0.097498 .  
## F1$Row19                        -5.090417   5.405429  -0.942 0.346507    
## F1$Row2                         -6.383750   5.405429  -1.181 0.237821    
## F1$Row20                        -6.393750   5.405429  -1.183 0.237087    
## F1$Row21                        -3.066250   4.889394  -0.627 0.530688    
## F1$Row22                       -10.073750   5.405429  -1.864 0.062596 .  
## F1$Row23                        -6.447083   5.405429  -1.193 0.233200    
## F1$Row24                        -6.117083   5.405429  -1.132 0.257986    
## F1$Row25                       -10.477083   5.405429  -1.938 0.052806 .  
## F1$Row26                        -3.418750   6.312181  -0.542 0.588178    
## F1$Row27                        -4.303750   5.405429  -0.796 0.426065    
## F1$Row28                        -5.533750   5.405429  -1.024 0.306147    
## F1$Row29                        -4.537083   5.405429  -0.839 0.401422    
## F1$Row3                        -11.967083   5.405429  -2.214 0.027007 *  
## F1$Row30                       -12.043750   5.405429  -2.228 0.026043 *  
## F1$Row31                        -6.680000   3.992174  -1.673 0.094511 .  
## F1$Row32                         0.202917   5.405429   0.038 0.970061    
## F1$Row33                        -7.743750   5.405429  -1.433 0.152213    
## F1$Row34                         7.719583   5.405429   1.428 0.153496    
## F1$Row35                        -4.361250   4.889394  -0.892 0.372566    
## F1$Row36                         1.686250   5.405429   0.312 0.755124    
## F1$Row37                        -5.297083   5.405429  -0.980 0.327288    
## F1$Row38                        -0.503750   6.312181  -0.080 0.936404    
## F1$Row39                        -1.397083   5.405429  -0.258 0.796093    
## F1$Row4                         -0.796250   4.889394  -0.163 0.870660    
## F1$Row40                       -13.127083   5.405429  -2.428 0.015295 *  
## F1$Row41                         4.888750   4.889394   1.000 0.317558    
## F1$Row42                         6.082917   5.405429   1.125 0.260653    
## F1$Row43                        -8.560417   5.405429  -1.584 0.113509    
## F1$Row44                         3.676250   6.312181   0.582 0.560393    
## F1$Row45                        -5.997083   5.405429  -1.109 0.267437    
## F1$Row46                        -9.583750   6.312181  -1.518 0.129181    
## F1$Row47                        -5.813750   5.405429  -1.076 0.282331    
## F1$Row48                         0.779583   5.405429   0.144 0.885347    
## F1$Row49                         3.936250   5.405429   0.728 0.466619    
## F1$Row5                         -6.787083   5.405429  -1.256 0.209482    
## F1$Row50                         1.607500   3.992174   0.403 0.687262    
## F1$Row6                         -2.567083   5.405429  -0.475 0.634931    
## F1$Row7                        -15.320417   5.405429  -2.834 0.004663 ** 
## F1$Row8                         -6.450417   5.405429  -1.193 0.232959    
## F1$Row9                          1.079583   5.405429   0.200 0.841729    
## F1$HeightL:F1$Column2            5.772083   7.227685   0.799 0.424662    
## F1$HeightM:F1$Column2           15.067361   7.227685   2.085 0.037292 *  
## F1$HeightL:F1$Column3            8.529583   7.227685   1.180 0.238163    
## F1$HeightM:F1$Column3            5.849861   7.227685   0.809 0.418450    
## F1$HeightL:F1$Column4            9.524917   7.539468   1.263 0.206691    
## F1$HeightM:F1$Column4           10.281012   7.366358   1.396 0.163049    
## F1$HeightL:F1$Row10             -0.161250   6.850324  -0.024 0.981224    
## F1$HeightM:F1$Row10              2.375694   7.227685   0.329 0.742440    
## F1$HeightL:F1$Row11             15.395750   5.421784   2.840 0.004586 ** 
## F1$HeightM:F1$Row11             10.742639   5.486718   1.958 0.050449 .  
## F1$HeightL:F1$Row12             -0.244583   7.227685  -0.034 0.973010    
## F1$HeightM:F1$Row12             -8.066806   7.227685  -1.116 0.264584    
## F1$HeightL:F1$Row13              1.561250   7.928707   0.197 0.843928    
## F1$HeightM:F1$Row13              3.031528   7.928707   0.382 0.702265    
## F1$HeightL:F1$Row14              0.212917   7.227685   0.029 0.976503    
## F1$HeightM:F1$Row14              2.635694   7.227685   0.365 0.715419    
## F1$HeightL:F1$Row15             -3.565417   7.227685  -0.493 0.621883    
## F1$HeightM:F1$Row15             -4.180139   7.227685  -0.578 0.563126    
## F1$HeightL:F1$Row16             10.747083   8.256929   1.302 0.193287    
## F1$HeightM:F1$Row16              2.031528   7.586297   0.268 0.788904    
## F1$HeightL:F1$Row17             -9.015000   8.624081  -1.045 0.296063    
## F1$HeightM:F1$Row17             -3.145000   8.624081  -0.365 0.715412    
## F1$HeightL:F1$Row18             12.781250   7.227685   1.768 0.077230 .  
## F1$HeightM:F1$Row18             10.196528   7.227685   1.411 0.158552    
## F1$HeightL:F1$Row19             11.615417   7.227685   1.607 0.108278    
## F1$HeightM:F1$Row19             15.070694   7.227685   2.085 0.037250 *  
## F1$HeightL:F1$Row2               7.403750   7.227685   1.024 0.305854    
## F1$HeightM:F1$Row2               4.241528   7.227685   0.587 0.557409    
## F1$HeightL:F1$Row20             10.281250   7.227685   1.422 0.155124    
## F1$HeightM:F1$Row20              8.886528   7.227685   1.230 0.219100    
## F1$HeightL:F1$Row21             13.646250   6.450927   2.115 0.034584 *  
## F1$HeightM:F1$Row21              7.772028   6.613581   1.175 0.240143    
## F1$HeightL:F1$Row22             22.003750   7.227685   3.044 0.002378 ** 
## F1$HeightM:F1$Row22             15.941528   7.227685   2.206 0.027583 *  
## F1$HeightL:F1$Row23              8.792083   7.227685   1.216 0.224034    
## F1$HeightM:F1$Row23              2.351528   7.586297   0.310 0.756633    
## F1$HeightL:F1$Row24             13.237083   7.227685   1.831 0.067261 .  
## F1$HeightM:F1$Row24             12.750861   7.003709   1.821 0.068897 .  
## F1$HeightL:F1$Row25             10.834583   7.227685   1.499 0.134103    
## F1$HeightM:F1$Row25             15.042361   7.227685   2.081 0.037607 *  
## F1$HeightL:F1$Row26              0.746250   7.928707   0.094 0.925028    
## F1$HeightM:F1$Row26              1.641528   7.928707   0.207 0.836014    
## F1$HeightL:F1$Row27             11.096250   7.227685   1.535 0.124965    
## F1$HeightM:F1$Row27             -0.125972   7.227685  -0.017 0.986097    
## F1$HeightL:F1$Row28             17.293750   7.227685   2.393 0.016864 *  
## F1$HeightM:F1$Row28             13.296528   7.227685   1.840 0.066043 .  
## F1$HeightL:F1$Row29              4.722083   7.227685   0.653 0.513656    
## F1$HeightM:F1$Row29             -0.621806   7.586297  -0.082 0.934688    
## F1$HeightL:F1$Row3               6.162083   7.227685   0.853 0.394055    
## F1$HeightM:F1$Row3              17.099861   7.227685   2.366 0.018131 *  
## F1$HeightL:F1$Row30             18.196250   7.227685   2.518 0.011935 *  
## F1$HeightM:F1$Row30             17.901528   7.586297   2.360 0.018434 *  
## F1$HeightL:F1$Row31              7.422857   5.668146   1.310 0.190569    
## F1$HeightM:F1$Row31              3.024444   5.800494   0.521 0.602168    
## F1$HeightL:F1$Row32              9.587083   7.227685   1.326 0.184925    
## F1$HeightM:F1$Row32              0.804861   7.227685   0.111 0.911349    
## F1$HeightL:F1$Row33              7.931250   7.227685   1.097 0.272692    
## F1$HeightM:F1$Row33              8.059028   7.227685   1.115 0.265045    
## F1$HeightL:F1$Row34            -11.029583   7.227685  -1.526 0.127246    
## F1$HeightM:F1$Row34             -6.571806   7.227685  -0.909 0.363382    
## F1$HeightL:F1$Row35             10.778750   6.850324   1.573 0.115852    
## F1$HeightM:F1$Row35              4.981528   6.850324   0.727 0.467235    
## F1$HeightL:F1$Row36             12.157083   7.586297   1.603 0.109284    
## F1$HeightM:F1$Row36              2.874028   7.227685   0.398 0.690959    
## F1$HeightL:F1$Row37              7.947083   7.586297   1.048 0.295035    
## F1$HeightM:F1$Row37              7.164861   7.227685   0.991 0.321718    
## F1$HeightL:F1$Row38              4.078750   7.928707   0.514 0.607039    
## F1$HeightM:F1$Row38             -6.048472   7.928707  -0.763 0.445685    
## F1$HeightL:F1$Row39              7.824583   7.227685   1.083 0.279191    
## F1$HeightM:F1$Row39              5.559861   7.227685   0.769 0.441886    
## F1$HeightL:F1$Row4               5.716250   6.850324   0.834 0.404179    
## F1$HeightM:F1$Row4               2.004028   7.227685   0.277 0.781616    
## F1$HeightL:F1$Row40             21.017083   7.227685   2.908 0.003700 ** 
## F1$HeightM:F1$Row40             19.322361   7.227685   2.673 0.007602 ** 
## F1$HeightL:F1$Row41             -1.774464   6.332188  -0.280 0.779346    
## F1$HeightM:F1$Row41             -2.455972   6.450927  -0.381 0.703475    
## F1$HeightL:F1$Row42             -7.309583   7.586297  -0.964 0.335462    
## F1$HeightM:F1$Row42              1.092861   7.003709   0.156 0.876025    
## F1$HeightL:F1$Row43             10.280417   7.227685   1.422 0.155157    
## F1$HeightM:F1$Row43             10.205694   7.227685   1.412 0.158178    
## F1$HeightL:F1$Row44             18.061250   7.928707   2.278 0.022889 *  
## F1$HeightM:F1$Row44              2.931528   7.928707   0.370 0.711639    
## F1$HeightL:F1$Row45              6.409583   7.227685   0.887 0.375343    
## F1$HeightM:F1$Row45             13.377361   7.227685   1.851 0.064415 .  
## F1$HeightL:F1$Row46             16.377083   8.256929   1.983 0.047527 *  
## F1$HeightM:F1$Row46             20.677528   7.725083   2.677 0.007528 ** 
## F1$HeightL:F1$Row47             13.731250   7.227685   1.900 0.057676 .  
## F1$HeightM:F1$Row47             10.871528   7.227685   1.504 0.132783    
## F1$HeightL:F1$Row48             13.610417   7.227685   1.883 0.059908 .  
## F1$HeightM:F1$Row48              5.905694   7.227685   0.817 0.414023    
## F1$HeightL:F1$Row49             -0.356250   7.227685  -0.049 0.960696    
## F1$HeightM:F1$Row49             -0.015972   7.227685  -0.002 0.998237    
## F1$HeightL:F1$Row5              10.673750   7.586297   1.407 0.159670    
## F1$HeightM:F1$Row5              -0.520139   7.227685  -0.072 0.942641    
## F1$HeightL:F1$Row50             -0.394500   5.421784  -0.073 0.942007    
## F1$HeightM:F1$Row50              7.998849   5.668146   1.411 0.158424    
## F1$HeightL:F1$Row6               7.232083   7.227685   1.001 0.317200    
## F1$HeightM:F1$Row6              -1.265139   7.227685  -0.175 0.861075    
## F1$HeightL:F1$Row7              17.630417   7.227685   2.439 0.014848 *  
## F1$HeightM:F1$Row7              17.530694   7.227685   2.425 0.015422 *  
## F1$HeightL:F1$Row8               8.607917   7.227685   1.191 0.233882    
## F1$HeightM:F1$Row8               6.845694   7.227685   0.947 0.343737    
## F1$HeightL:F1$Row9               6.242917   7.227685   0.864 0.387882    
## F1$HeightM:F1$Row9               5.253194   7.227685   0.727 0.467468    
## F1$Column2:F1$Row10             -5.125417   8.148991  -0.629 0.529482    
## F1$Column3:F1$Row10              8.011250   8.148991   0.983 0.325740    
## F1$Column4:F1$Row10                    NA         NA      NA       NA    
## F1$Column2:F1$Row11              9.953750   7.644431   1.302 0.193113    
## F1$Column3:F1$Row11             16.153750   7.644431   2.113 0.034777 *  
## F1$Column4:F1$Row11                    NA         NA      NA       NA    
## F1$Column2:F1$Row12             -5.376250   8.468679  -0.635 0.525644    
## F1$Column3:F1$Row12             -3.999583   8.468679  -0.472 0.636806    
## F1$Column4:F1$Row12                    NA         NA      NA       NA    
## F1$Column2:F1$Row13              3.770417   9.074332   0.416 0.677841    
## F1$Column3:F1$Row13             -2.656250   9.074332  -0.293 0.769781    
## F1$Column4:F1$Row13                    NA         NA      NA       NA    
## F1$Column2:F1$Row14              8.023750   8.468679   0.947 0.343578    
## F1$Column3:F1$Row14             -4.689583   8.468679  -0.554 0.579840    
## F1$Column4:F1$Row14                    NA         NA      NA       NA    
## F1$Column2:F1$Row15             -2.252917   8.468679  -0.266 0.790258    
## F1$Column3:F1$Row15              1.360417   8.468679   0.161 0.872401    
## F1$Column4:F1$Row15                    NA         NA      NA       NA    
## F1$Column2:F1$Row16             -1.279583   8.468679  -0.151 0.879923    
## F1$Column3:F1$Row16              2.727083   8.468679   0.322 0.747489    
## F1$Column4:F1$Row16                    NA         NA      NA       NA    
## F1$Column2:F1$Row17             -9.476667   9.219530  -1.028 0.304190    
## F1$Column3:F1$Row17                    NA         NA      NA       NA    
## F1$Column4:F1$Row17                    NA         NA      NA       NA    
## F1$Column2:F1$Row18             -0.309583   8.468679  -0.037 0.970844    
## F1$Column3:F1$Row18             16.120417   8.468679   1.904 0.057189 .  
## F1$Column4:F1$Row18                    NA         NA      NA       NA    
## F1$Column2:F1$Row19             13.153750   8.468679   1.553 0.120610    
## F1$Column3:F1$Row19              8.860417   8.468679   1.046 0.295635    
## F1$Column4:F1$Row19                    NA         NA      NA       NA    
## F1$Column2:F1$Row2               7.703750   8.468679   0.910 0.363160    
## F1$Column3:F1$Row2              10.793750   8.468679   1.275 0.202694    
## F1$Column4:F1$Row2                     NA         NA      NA       NA    
## F1$Column2:F1$Row20              6.773750   7.816237   0.867 0.386305    
## F1$Column3:F1$Row20              8.337083   8.468679   0.984 0.325070    
## F1$Column4:F1$Row20                    NA         NA      NA       NA    
## F1$Column2:F1$Row21             12.786250   8.148991   1.569 0.116875    
## F1$Column3:F1$Row21              3.602917   8.148991   0.442 0.658468    
## F1$Column4:F1$Row21                    NA         NA      NA       NA    
## F1$Column2:F1$Row22             19.817083   8.468679   2.340 0.019430 *  
## F1$Column3:F1$Row22              7.057083   8.468679   0.833 0.404818    
## F1$Column4:F1$Row22                    NA         NA      NA       NA    
## F1$Column2:F1$Row23             -1.996250   8.468679  -0.236 0.813685    
## F1$Column3:F1$Row23             -4.886250   8.468679  -0.577 0.564052    
## F1$Column4:F1$Row23             -0.678750   8.468679  -0.080 0.936132    
## F1$Column2:F1$Row24              6.900417   9.074332   0.760 0.447132    
## F1$Column3:F1$Row24             14.317083   8.468679   1.691 0.091152 .  
## F1$Column4:F1$Row24                    NA         NA      NA       NA    
## F1$Column2:F1$Row25             11.790417   8.468679   1.392 0.164086    
## F1$Column3:F1$Row25             11.993750   8.468679   1.416 0.156940    
## F1$Column4:F1$Row25                    NA         NA      NA       NA    
## F1$Column2:F1$Row26             -4.647917   9.642016  -0.482 0.629852    
## F1$Column3:F1$Row26              6.998750   9.074332   0.771 0.440686    
## F1$Column4:F1$Row26                    NA         NA      NA       NA    
## F1$Column2:F1$Row27             11.870417   8.468679   1.402 0.161245    
## F1$Column3:F1$Row27              6.577083   9.074332   0.725 0.468703    
## F1$Column4:F1$Row27                    NA         NA      NA       NA    
## F1$Column2:F1$Row28              8.070417   8.468679   0.953 0.340779    
## F1$Column3:F1$Row28              5.867083   8.468679   0.693 0.488559    
## F1$Column4:F1$Row28                    NA         NA      NA       NA    
## F1$Column2:F1$Row29              5.097917   8.148991   0.626 0.531693    
## F1$Column3:F1$Row29             -0.299583   8.468679  -0.035 0.971786    
## F1$Column4:F1$Row29                    NA         NA      NA       NA    
## F1$Column2:F1$Row3              16.167083   8.468679   1.909 0.056474 .  
## F1$Column3:F1$Row3              21.793750   8.468679   2.573 0.010178 *  
## F1$Column4:F1$Row3                     NA         NA      NA       NA    
## F1$Column2:F1$Row30             11.470417   8.468679   1.354 0.175825    
## F1$Column3:F1$Row30             12.153750   8.468679   1.435 0.151485    
## F1$Column4:F1$Row30                    NA         NA      NA       NA    
## F1$Column2:F1$Row31              8.010000   7.644431   1.048 0.294913    
## F1$Column3:F1$Row31              7.546667   7.644431   0.987 0.323721    
## F1$Column4:F1$Row31                    NA         NA      NA       NA    
## F1$Column2:F1$Row32              2.027083   8.468679   0.239 0.810862    
## F1$Column3:F1$Row32              0.403750   8.468679   0.048 0.961982    
## F1$Column4:F1$Row32             -1.315417   8.468679  -0.155 0.876587    
## F1$Column2:F1$Row33              6.387083   8.468679   0.754 0.450864    
## F1$Column3:F1$Row33             14.733750   8.468679   1.740 0.082129 .  
## F1$Column4:F1$Row33                    NA         NA      NA       NA    
## F1$Column2:F1$Row34             -0.986250   8.468679  -0.116 0.907307    
## F1$Column3:F1$Row34             -8.372917   8.468679  -0.989 0.322996    
## F1$Column4:F1$Row34             -9.395417   8.468679  -1.109 0.267447    
## F1$Column2:F1$Row35             -0.472083   8.148991  -0.058 0.953812    
## F1$Column3:F1$Row35              7.191250   8.148991   0.882 0.377683    
## F1$Column4:F1$Row35             -4.397917   8.148991  -0.540 0.589503    
## F1$Column2:F1$Row36              5.307083   8.468679   0.627 0.530983    
## F1$Column3:F1$Row36             -3.049583   8.468679  -0.360 0.718829    
## F1$Column4:F1$Row36                    NA         NA      NA       NA    
## F1$Column2:F1$Row37              1.807083   8.468679   0.213 0.831060    
## F1$Column3:F1$Row37             -0.826250   8.468679  -0.098 0.922292    
## F1$Column4:F1$Row37                    NA         NA      NA       NA    
## F1$Column2:F1$Row38             -1.642917   8.776731  -0.187 0.851541    
## F1$Column3:F1$Row38              2.043750   9.074332   0.225 0.821841    
## F1$Column4:F1$Row38                    NA         NA      NA       NA    
## F1$Column2:F1$Row39             -8.612917   8.468679  -1.017 0.309325    
## F1$Column3:F1$Row39             10.407083   8.468679   1.229 0.219333    
## F1$Column4:F1$Row39                    NA         NA      NA       NA    
## F1$Column2:F1$Row4              -3.050417   8.148991  -0.374 0.708219    
## F1$Column3:F1$Row4              -6.973750   8.148991  -0.856 0.392275    
## F1$Column4:F1$Row4                     NA         NA      NA       NA    
## F1$Column2:F1$Row40             20.713750   8.468679   2.446 0.014578 *  
## F1$Column3:F1$Row40             14.777083   8.468679   1.745 0.081234 .  
## F1$Column4:F1$Row40                    NA         NA      NA       NA    
## F1$Column2:F1$Row41             -1.715417   8.148991  -0.211 0.833305    
## F1$Column3:F1$Row41             -1.685417   8.148991  -0.207 0.836178    
## F1$Column4:F1$Row41              1.182083   8.776731   0.135 0.892883    
## F1$Column2:F1$Row42             -2.172917   8.468679  -0.257 0.797541    
## F1$Column3:F1$Row42             -2.439583   8.468679  -0.288 0.773338    
## F1$Column4:F1$Row42                    NA         NA      NA       NA    
## F1$Column2:F1$Row43              8.013750   8.468679   0.946 0.344179    
## F1$Column3:F1$Row43              5.423750   9.074332   0.598 0.550141    
## F1$Column4:F1$Row43                    NA         NA      NA       NA    
## F1$Column2:F1$Row44              1.057083   9.074332   0.116 0.907281    
## F1$Column3:F1$Row44             -0.249583   9.074332  -0.028 0.978062    
## F1$Column4:F1$Row44                    NA         NA      NA       NA    
## F1$Column2:F1$Row45             13.937083   8.468679   1.646 0.100060    
## F1$Column3:F1$Row45              4.173750   8.468679   0.493 0.622204    
## F1$Column4:F1$Row45              9.451250   8.468679   1.116 0.264616    
## F1$Column2:F1$Row46             20.867083   9.074332   2.300 0.021629 *  
## F1$Column3:F1$Row46             19.873750   9.074332   2.190 0.028692 *  
## F1$Column4:F1$Row46             16.524583   9.074332   1.821 0.068830 .  
## F1$Column2:F1$Row47             10.163750   8.468679   1.200 0.230294    
## F1$Column3:F1$Row47             17.397083   8.148991   2.135 0.032956 *  
## F1$Column4:F1$Row47              0.737917   8.468679   0.087 0.930578    
## F1$Column2:F1$Row48              1.743750   9.074332   0.192 0.847644    
## F1$Column3:F1$Row48              7.461250   8.148991   0.916 0.360042    
## F1$Column4:F1$Row48                    NA         NA      NA       NA    
## F1$Column2:F1$Row49             -9.376250   8.468679  -1.107 0.268424    
## F1$Column3:F1$Row49             -9.552917   8.468679  -1.128 0.259513    
## F1$Column4:F1$Row49             -5.552083   8.468679  -0.656 0.512195    
## F1$Column2:F1$Row5               0.830417   8.468679   0.098 0.921902    
## F1$Column3:F1$Row5              14.190417   8.468679   1.676 0.094047 .  
## F1$Column4:F1$Row5                     NA         NA      NA       NA    
## F1$Column2:F1$Row50              0.009167   7.644431   0.001 0.999043    
## F1$Column3:F1$Row50             -6.517500   7.644431  -0.853 0.394047    
## F1$Column4:F1$Row50                    NA         NA      NA       NA    
## F1$Column2:F1$Row6               7.370417   8.468679   0.870 0.384287    
## F1$Column3:F1$Row6               7.807083   8.468679   0.922 0.356762    
## F1$Column4:F1$Row6                     NA         NA      NA       NA    
## F1$Column2:F1$Row7               9.773750   8.468679   1.154 0.248667    
## F1$Column3:F1$Row7              16.167083   8.468679   1.909 0.056474 .  
## F1$Column4:F1$Row7                     NA         NA      NA       NA    
## F1$Column2:F1$Row8               9.983750   8.468679   1.179 0.238650    
## F1$Column3:F1$Row8              -0.886250   8.468679  -0.105 0.916669    
## F1$Column4:F1$Row8                     NA         NA      NA       NA    
## F1$Column2:F1$Row9              -3.936250   8.468679  -0.465 0.642151    
## F1$Column3:F1$Row9              -6.206250   8.148991  -0.762 0.446437    
## F1$Column4:F1$Row9                     NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row10  11.442917  11.013706   1.039 0.299009    
## F1$HeightM:F1$Column2:F1$Row10  -5.708194  11.485934  -0.497 0.619291    
## F1$HeightL:F1$Column3:F1$Row10  -9.211250  11.013706  -0.836 0.403113    
## F1$HeightM:F1$Column3:F1$Row10  -3.375694  11.252297  -0.300 0.764224    
## F1$HeightL:F1$Column4:F1$Row10         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row10         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row11 -15.788250  10.186781  -1.550 0.121412    
## F1$HeightM:F1$Column2:F1$Row11 -15.590139  10.221490  -1.525 0.127442    
## F1$HeightL:F1$Column3:F1$Row11 -16.530750  10.186781  -1.623 0.104879    
## F1$HeightM:F1$Column3:F1$Row11 -20.127639  10.221490  -1.969 0.049146 *  
## F1$HeightL:F1$Column4:F1$Row11         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row11         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row12   7.391250  11.252297   0.657 0.511382    
## F1$HeightM:F1$Column2:F1$Row12   4.383472  11.252297   0.390 0.696923    
## F1$HeightL:F1$Column3:F1$Row12   3.222083  11.485934   0.281 0.779119    
## F1$HeightM:F1$Column3:F1$Row12   8.019306  11.252297   0.713 0.476169    
## F1$HeightL:F1$Column4:F1$Row12         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row12         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row13  -8.497917  11.714912  -0.725 0.468340    
## F1$HeightM:F1$Column2:F1$Row13 -20.098194  11.714912  -1.716 0.086469 .  
## F1$HeightL:F1$Column3:F1$Row13  -2.293750  11.939499  -0.192 0.847682    
## F1$HeightM:F1$Column3:F1$Row13  -1.116528  12.376454  -0.090 0.928131    
## F1$HeightL:F1$Column4:F1$Row13         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row13         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row14  -5.483750  11.252297  -0.487 0.626095    
## F1$HeightM:F1$Column2:F1$Row14 -15.021528  11.252297  -1.335 0.182116    
## F1$HeightL:F1$Column3:F1$Row14  15.672083  11.252297   1.393 0.163919    
## F1$HeightM:F1$Column3:F1$Row14  13.569306  11.252297   1.206 0.228067    
## F1$HeightL:F1$Column4:F1$Row14         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row14         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row15  -1.694583  11.252297  -0.151 0.880315    
## F1$HeightM:F1$Column2:F1$Row15  -2.017361  11.252297  -0.179 0.857742    
## F1$HeightL:F1$Column3:F1$Row15  -2.110417  11.252297  -0.188 0.851255    
## F1$HeightM:F1$Column3:F1$Row15   0.634306  11.252297   0.056 0.955055    
## F1$HeightL:F1$Column4:F1$Row15         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row15         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row16  -4.817917  11.939499  -0.404 0.686626    
## F1$HeightM:F1$Column2:F1$Row16 -10.427361  11.485934  -0.908 0.364130    
## F1$HeightL:F1$Column3:F1$Row16 -10.669583  11.939499  -0.894 0.371679    
## F1$HeightM:F1$Column3:F1$Row16  -4.189028  11.485934  -0.365 0.715387    
## F1$HeightL:F1$Column4:F1$Row16         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row16         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row17  10.534167  12.196292   0.864 0.387900    
## F1$HeightM:F1$Column2:F1$Row17   0.311667  12.196292   0.026 0.979617    
## F1$HeightL:F1$Column3:F1$Row17         NA         NA      NA       NA    
## F1$HeightM:F1$Column3:F1$Row17         NA         NA      NA       NA    
## F1$HeightL:F1$Column4:F1$Row17         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row17         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row18   9.232083  11.252297   0.820 0.412101    
## F1$HeightM:F1$Column2:F1$Row18  -2.623194  11.252297  -0.233 0.815700    
## F1$HeightL:F1$Column3:F1$Row18 -22.795417  11.939499  -1.909 0.056448 .  
## F1$HeightM:F1$Column3:F1$Row18  -7.298194  11.485934  -0.635 0.525276    
## F1$HeightL:F1$Column4:F1$Row18         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row18         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row19 -12.348750  11.252297  -1.097 0.272649    
## F1$HeightM:F1$Column2:F1$Row19 -31.806528  11.252297  -2.827 0.004775 ** 
## F1$HeightL:F1$Column3:F1$Row19  -8.130417  11.252297  -0.723 0.470081    
## F1$HeightM:F1$Column3:F1$Row19 -16.815694  11.252297  -1.494 0.135305    
## F1$HeightL:F1$Column4:F1$Row19         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row19         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row2   -8.388750  11.252297  -0.746 0.456094    
## F1$HeightM:F1$Column2:F1$Row2  -11.866528  11.252297  -1.055 0.291808    
## F1$HeightL:F1$Column3:F1$Row2  -14.376250  11.252297  -1.278 0.201606    
## F1$HeightM:F1$Column3:F1$Row2   -7.721528  11.252297  -0.686 0.492697    
## F1$HeightL:F1$Column4:F1$Row2          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row2          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row20  -8.525000  10.393291  -0.820 0.412228    
## F1$HeightM:F1$Column2:F1$Row20 -20.650278  10.393291  -1.987 0.047142 *  
## F1$HeightL:F1$Column3:F1$Row20 -11.529583  11.252297  -1.025 0.305720    
## F1$HeightM:F1$Column3:F1$Row20 -16.487361  11.252297  -1.465 0.143093    
## F1$HeightL:F1$Column4:F1$Row20         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row20         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row21 -24.798750  10.769830  -2.303 0.021456 *  
## F1$HeightM:F1$Column2:F1$Row21 -26.474528  10.868037  -2.436 0.014983 *  
## F1$HeightL:F1$Column3:F1$Row21  -8.507917  10.769830  -0.790 0.429684    
## F1$HeightM:F1$Column3:F1$Row21 -12.121194  10.868037  -1.115 0.264923    
## F1$HeightL:F1$Column4:F1$Row21         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row21         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row22 -18.989583  11.252297  -1.688 0.091722 .  
## F1$HeightM:F1$Column2:F1$Row22 -35.962361  11.252297  -3.196 0.001427 ** 
## F1$HeightL:F1$Column3:F1$Row22  -7.224583  11.252297  -0.642 0.520950    
## F1$HeightM:F1$Column3:F1$Row22  -9.669861  11.252297  -0.859 0.390294    
## F1$HeightL:F1$Column4:F1$Row22         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row22         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row23  14.053750  11.252297   1.249 0.211899    
## F1$HeightM:F1$Column2:F1$Row23  -7.900694  11.485934  -0.688 0.491663    
## F1$HeightL:F1$Column3:F1$Row23   0.461250  11.252297   0.041 0.967309    
## F1$HeightM:F1$Column3:F1$Row23  14.996806  11.485934   1.306 0.191894    
## F1$HeightL:F1$Column4:F1$Row23   3.815917  11.455058   0.333 0.739096    
## F1$HeightM:F1$Column4:F1$Row23  10.785655  11.573698   0.932 0.351554    
## F1$HeightL:F1$Column2:F1$Row24  -4.345417  11.714912  -0.371 0.710749    
## F1$HeightM:F1$Column2:F1$Row24 -16.876694  11.578069  -1.458 0.145178    
## F1$HeightL:F1$Column3:F1$Row24 -14.364583  11.252297  -1.277 0.201972    
## F1$HeightM:F1$Column3:F1$Row24 -15.620861  11.109757  -1.406 0.159946    
## F1$HeightL:F1$Column4:F1$Row24         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row24         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row25 -16.077917  11.252297  -1.429 0.153283    
## F1$HeightM:F1$Column2:F1$Row25 -23.915694  11.252297  -2.125 0.033739 *  
## F1$HeightL:F1$Column3:F1$Row25   1.001250  11.252297   0.089 0.929110    
## F1$HeightM:F1$Column3:F1$Row25 -16.731528  11.252297  -1.487 0.137270    
## F1$HeightL:F1$Column4:F1$Row25         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row25         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row26  20.997917  12.159940   1.727 0.084436 .  
## F1$HeightM:F1$Column2:F1$Row26   0.120139  12.159940   0.010 0.992119    
## F1$HeightL:F1$Column3:F1$Row26  -1.433750  11.714912  -0.122 0.902611    
## F1$HeightM:F1$Column3:F1$Row26  -3.951528  11.714912  -0.337 0.735939    
## F1$HeightL:F1$Column4:F1$Row26         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row26         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row27 -13.142917  11.252297  -1.168 0.243010    
## F1$HeightM:F1$Column2:F1$Row27 -15.483194  11.252297  -1.376 0.169055    
## F1$HeightL:F1$Column3:F1$Row27  -7.572083  11.714912  -0.646 0.518157    
## F1$HeightM:F1$Column3:F1$Row27   1.675139  11.714912   0.143 0.886318    
## F1$HeightL:F1$Column4:F1$Row27         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row27         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row28 -10.372917  11.252297  -0.922 0.356777    
## F1$HeightM:F1$Column2:F1$Row28 -23.325694  11.252297  -2.073 0.038369 *  
## F1$HeightL:F1$Column3:F1$Row28 -17.119583  11.252297  -1.521 0.128392    
## F1$HeightM:F1$Column3:F1$Row28 -11.094861  11.252297  -0.986 0.324310    
## F1$HeightL:F1$Column4:F1$Row28         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row28         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row29   0.147083  11.013706   0.013 0.989347    
## F1$HeightM:F1$Column2:F1$Row29  -8.736528  11.252297  -0.776 0.437640    
## F1$HeightL:F1$Column3:F1$Row29  10.289583  11.252297   0.914 0.360652    
## F1$HeightM:F1$Column3:F1$Row29  -2.553194  11.714912  -0.218 0.827507    
## F1$HeightL:F1$Column4:F1$Row29         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row29         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row3  -17.832083  11.252297  -1.585 0.113263    
## F1$HeightM:F1$Column2:F1$Row3  -39.024861  11.252297  -3.468 0.000541 ***
## F1$HeightL:F1$Column3:F1$Row3  -20.448750  11.252297  -1.817 0.069399 .  
## F1$HeightM:F1$Column3:F1$Row3  -24.189028  11.252297  -2.150 0.031761 *  
## F1$HeightL:F1$Column4:F1$Row3          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row3          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row30 -13.187917  11.485934  -1.148 0.251103    
## F1$HeightM:F1$Column2:F1$Row30 -24.650694  11.714912  -2.104 0.035549 *  
## F1$HeightL:F1$Column3:F1$Row30 -19.326250  11.252297  -1.718 0.086116 .  
## F1$HeightM:F1$Column3:F1$Row30 -21.926528  11.485934  -1.909 0.056481 .  
## F1$HeightL:F1$Column4:F1$Row30         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row30         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row31  -0.430357  10.320012  -0.042 0.966743    
## F1$HeightM:F1$Column2:F1$Row31 -13.436944  10.393291  -1.293 0.196291    
## F1$HeightL:F1$Column3:F1$Row31  -2.589524  10.320012  -0.251 0.801913    
## F1$HeightM:F1$Column3:F1$Row31  -6.141111  10.393291  -0.591 0.554707    
## F1$HeightL:F1$Column4:F1$Row31         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row31         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row32  -6.439583  11.252297  -0.572 0.567223    
## F1$HeightM:F1$Column2:F1$Row32 -15.554861  11.252297  -1.382 0.167092    
## F1$HeightL:F1$Column3:F1$Row32  -5.851250  11.252297  -0.520 0.603148    
## F1$HeightM:F1$Column3:F1$Row32  -3.241528  11.252297  -0.288 0.773333    
## F1$HeightL:F1$Column4:F1$Row32 -14.097417  11.455058  -1.231 0.218666    
## F1$HeightM:F1$Column4:F1$Row32  -3.871012  11.341869  -0.341 0.732930    
## F1$HeightL:F1$Column2:F1$Row33   0.672917  11.252297   0.060 0.952322    
## F1$HeightM:F1$Column2:F1$Row33  -5.552361  11.252297  -0.493 0.621782    
## F1$HeightL:F1$Column3:F1$Row33 -15.796250  11.252297  -1.404 0.160607    
## F1$HeightM:F1$Column3:F1$Row33 -17.544028  11.252297  -1.559 0.119201    
## F1$HeightL:F1$Column4:F1$Row33         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row33         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row34   4.596250  11.252297   0.408 0.682994    
## F1$HeightM:F1$Column2:F1$Row34   0.108472  11.252297   0.010 0.992310    
## F1$HeightL:F1$Column3:F1$Row34  11.665417  11.252297   1.037 0.300060    
## F1$HeightM:F1$Column3:F1$Row34  11.957639  11.252297   1.063 0.288120    
## F1$HeightL:F1$Column4:F1$Row34  19.500083  11.455058   1.702 0.088933 .  
## F1$HeightM:F1$Column4:F1$Row34  10.711488  11.341869   0.944 0.345129    
## F1$HeightL:F1$Column2:F1$Row35  -0.685417  11.013706  -0.062 0.950387    
## F1$HeightM:F1$Column2:F1$Row35  -6.465694  11.013706  -0.587 0.557265    
## F1$HeightL:F1$Column3:F1$Row35 -11.051250  11.013706  -1.003 0.315848    
## F1$HeightM:F1$Column3:F1$Row35 -11.244028  11.013706  -1.021 0.307484    
## F1$HeightL:F1$Column4:F1$Row35  -2.009917  11.220778  -0.179 0.857868    
## F1$HeightM:F1$Column4:F1$Row35   3.471488  11.105202   0.313 0.754634    
## F1$HeightL:F1$Column2:F1$Row36 -12.072917  11.485934  -1.051 0.293404    
## F1$HeightM:F1$Column2:F1$Row36 -15.149861  11.252297  -1.346 0.178412    
## F1$HeightL:F1$Column3:F1$Row36  -8.041250  11.485934  -0.700 0.483992    
## F1$HeightM:F1$Column3:F1$Row36   5.374306  11.252297   0.478 0.633001    
## F1$HeightL:F1$Column4:F1$Row36         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row36         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row37  -5.012083  11.485934  -0.436 0.662642    
## F1$HeightM:F1$Column2:F1$Row37  -6.267361  11.252297  -0.557 0.577632    
## F1$HeightL:F1$Column3:F1$Row37   1.328750  11.485934   0.116 0.907920    
## F1$HeightM:F1$Column3:F1$Row37   5.548472  11.252297   0.493 0.622026    
## F1$HeightL:F1$Column4:F1$Row37         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row37         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row38   4.765417  11.485934   0.415 0.678289    
## F1$HeightM:F1$Column2:F1$Row38   4.029306  11.714912   0.344 0.730941    
## F1$HeightL:F1$Column3:F1$Row38  -5.596250  11.714912  -0.478 0.632941    
## F1$HeightM:F1$Column3:F1$Row38  12.216806  11.939499   1.023 0.306389    
## F1$HeightL:F1$Column4:F1$Row38         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row38         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row39   7.585417  11.252297   0.674 0.500352    
## F1$HeightM:F1$Column2:F1$Row39   3.715139  11.252297   0.330 0.741326    
## F1$HeightL:F1$Column3:F1$Row39 -12.134583  11.252297  -1.078 0.281049    
## F1$HeightM:F1$Column3:F1$Row39 -21.382361  11.252297  -1.900 0.057617 .  
## F1$HeightL:F1$Column4:F1$Row39         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row39         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row4    1.435417  11.013706   0.130 0.896325    
## F1$HeightM:F1$Column2:F1$Row4   -5.969861  11.252297  -0.531 0.595823    
## F1$HeightL:F1$Column3:F1$Row4   -3.116250  11.013706  -0.283 0.777265    
## F1$HeightM:F1$Column3:F1$Row4    7.578472  11.252297   0.674 0.500745    
## F1$HeightL:F1$Column4:F1$Row4          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row4          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row40 -26.921250  11.252297  -2.393 0.016873 *  
## F1$HeightM:F1$Column2:F1$Row40 -37.139028  11.252297  -3.301 0.000991 ***
## F1$HeightL:F1$Column3:F1$Row40 -24.474583  11.252297  -2.175 0.029802 *  
## F1$HeightM:F1$Column3:F1$Row40 -20.614861  11.252297  -1.832 0.067169 .  
## F1$HeightL:F1$Column4:F1$Row40         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row40         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row41   3.948631  10.699130   0.369 0.712142    
## F1$HeightM:F1$Column2:F1$Row41  -6.604861  10.769830  -0.613 0.539801    
## F1$HeightL:F1$Column3:F1$Row41  -1.443869  10.699130  -0.135 0.892670    
## F1$HeightM:F1$Column3:F1$Row41   3.757639  10.769830   0.349 0.727217    
## F1$HeightL:F1$Column4:F1$Row41   1.626631  11.619509   0.140 0.888688    
## F1$HeightM:F1$Column4:F1$Row41   6.849821  11.573698   0.592 0.554057    
## F1$HeightL:F1$Column2:F1$Row42   9.189583  11.485934   0.800 0.423813    
## F1$HeightM:F1$Column2:F1$Row42 -13.662861  11.109757  -1.230 0.218989    
## F1$HeightL:F1$Column3:F1$Row42   0.673750  11.485934   0.059 0.953233    
## F1$HeightM:F1$Column3:F1$Row42 -10.573694  11.109757  -0.952 0.341399    
## F1$HeightL:F1$Column4:F1$Row42         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row42         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row43  -1.893750  11.252297  -0.168 0.866374    
## F1$HeightM:F1$Column2:F1$Row43 -15.071528  11.252297  -1.339 0.180666    
## F1$HeightL:F1$Column3:F1$Row43  -4.338750  11.714912  -0.370 0.711173    
## F1$HeightM:F1$Column3:F1$Row43  -7.607361  11.939499  -0.637 0.524132    
## F1$HeightL:F1$Column4:F1$Row43         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row43         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row44 -19.709583  11.714912  -1.682 0.092722 .  
## F1$HeightM:F1$Column2:F1$Row44 -11.924861  11.714912  -1.018 0.308902    
## F1$HeightL:F1$Column3:F1$Row44 -21.865417  11.714912  -1.866 0.062199 .  
## F1$HeightM:F1$Column3:F1$Row44   3.739306  11.714912   0.319 0.749632    
## F1$HeightL:F1$Column4:F1$Row44         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row44         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row45  -6.447083  11.252297  -0.573 0.566772    
## F1$HeightM:F1$Column2:F1$Row45 -24.534861  11.252297  -2.180 0.029402 *  
## F1$HeightL:F1$Column3:F1$Row45   4.171250  11.252297   0.371 0.710919    
## F1$HeightM:F1$Column3:F1$Row45  -9.065694  11.485934  -0.789 0.430087    
## F1$HeightL:F1$Column4:F1$Row45 -12.226583  11.455058  -1.067 0.286009    
## F1$HeightM:F1$Column4:F1$Row45 -24.765179  11.341869  -2.184 0.029174 *  
## F1$HeightL:F1$Column2:F1$Row46 -23.025417  11.939499  -1.929 0.054007 .  
## F1$HeightM:F1$Column2:F1$Row46 -36.650861  11.578069  -3.166 0.001583 ** 
## F1$HeightL:F1$Column3:F1$Row46 -23.469583  11.939499  -1.966 0.049542 *  
## F1$HeightM:F1$Column3:F1$Row46 -26.830028  11.578069  -2.317 0.020640 *  
## F1$HeightL:F1$Column4:F1$Row46 -26.380750  12.130779  -2.175 0.029831 *  
## F1$HeightM:F1$Column4:F1$Row46 -27.869512  11.665139  -2.389 0.017029 *  
## F1$HeightL:F1$Column2:F1$Row47 -21.743750  11.252297  -1.932 0.053527 .  
## F1$HeightM:F1$Column2:F1$Row47 -23.869028  11.252297  -2.121 0.034087 *  
## F1$HeightL:F1$Column3:F1$Row47 -13.072083  11.013706  -1.187 0.235484    
## F1$HeightM:F1$Column3:F1$Row47 -29.756528  11.252297  -2.644 0.008279 ** 
## F1$HeightL:F1$Column4:F1$Row47 -17.229083  11.684641  -1.475 0.140585    
## F1$HeightM:F1$Column4:F1$Row47 -10.169345  11.341869  -0.897 0.370086    
## F1$HeightL:F1$Column2:F1$Row48 -13.358750  11.714912  -1.140 0.254361    
## F1$HeightM:F1$Column2:F1$Row48 -16.859028  11.714912  -1.439 0.150358    
## F1$HeightL:F1$Column3:F1$Row48 -17.395750  10.868037  -1.601 0.109698    
## F1$HeightM:F1$Column3:F1$Row48  -1.934861  11.252297  -0.172 0.863501    
## F1$HeightL:F1$Column4:F1$Row48         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row48         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row49   6.746250  11.252297   0.600 0.548913    
## F1$HeightM:F1$Column2:F1$Row49  -1.881528  11.252297  -0.167 0.867228    
## F1$HeightL:F1$Column3:F1$Row49  11.660417  11.252297   1.036 0.300267    
## F1$HeightM:F1$Column3:F1$Row49   6.777639  11.252297   0.602 0.547056    
## F1$HeightL:F1$Column4:F1$Row49   6.511750  11.455058   0.568 0.569819    
## F1$HeightM:F1$Column4:F1$Row49   2.095655  11.341869   0.185 0.853437    
## F1$HeightL:F1$Column2:F1$Row5   -6.924583  11.485934  -0.603 0.546696    
## F1$HeightM:F1$Column2:F1$Row5   -7.128194  11.252297  -0.633 0.526525    
## F1$HeightL:F1$Column3:F1$Row5  -22.312083  11.485934  -1.943 0.052283 .  
## F1$HeightM:F1$Column3:F1$Row5   -5.790694  11.252297  -0.515 0.606903    
## F1$HeightL:F1$Column4:F1$Row5          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row5          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row50  -3.527167  10.186781  -0.346 0.729211    
## F1$HeightM:F1$Column2:F1$Row50 -20.400516  10.320012  -1.977 0.048274 *  
## F1$HeightL:F1$Column3:F1$Row50   7.462000  10.186781   0.733 0.463983    
## F1$HeightM:F1$Column3:F1$Row50   0.296151  10.320012   0.029 0.977111    
## F1$HeightL:F1$Column4:F1$Row50         NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row50         NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row6  -17.895417  11.252297  -1.590 0.111990    
## F1$HeightM:F1$Column2:F1$Row6  -20.208194  11.252297  -1.796 0.072737 .  
## F1$HeightL:F1$Column3:F1$Row6  -20.869583  11.252297  -1.855 0.063863 .  
## F1$HeightM:F1$Column3:F1$Row6   -1.872361  11.252297  -0.166 0.867869    
## F1$HeightL:F1$Column4:F1$Row6          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row6          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row7   -3.741250  11.252297  -0.332 0.739574    
## F1$HeightM:F1$Column2:F1$Row7  -26.421528  11.252297  -2.348 0.019017 *  
## F1$HeightL:F1$Column3:F1$Row7  -22.672083  11.252297  -2.015 0.044120 *  
## F1$HeightM:F1$Column3:F1$Row7  -13.089861  11.252297  -1.163 0.244917    
## F1$HeightL:F1$Column4:F1$Row7          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row7          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row8  -19.088750  11.252297  -1.696 0.090041 .  
## F1$HeightM:F1$Column2:F1$Row8  -18.454028  11.252297  -1.640 0.101240    
## F1$HeightL:F1$Column3:F1$Row8   -0.348750  11.252297  -0.031 0.975279    
## F1$HeightM:F1$Column3:F1$Row8    0.963472  11.252297   0.086 0.931778    
## F1$HeightL:F1$Column4:F1$Row8          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row8          NA         NA      NA       NA    
## F1$HeightL:F1$Column2:F1$Row9   -4.826250  11.252297  -0.429 0.668057    
## F1$HeightM:F1$Column2:F1$Row9   -7.944028  11.252297  -0.706 0.480318    
## F1$HeightL:F1$Column3:F1$Row9    2.011250  11.013706   0.183 0.855130    
## F1$HeightM:F1$Column3:F1$Row9   -0.136528  11.013706  -0.012 0.990111    
## F1$HeightL:F1$Column4:F1$Row9          NA         NA      NA       NA    
## F1$HeightM:F1$Column4:F1$Row9          NA         NA      NA       NA    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 7.984 on 1315 degrees of freedom
## Multiple R-squared:  0.3458, Adjusted R-squared:  0.109 
## F-statistic:  1.46 on 476 and 1315 DF,  p-value: 1.278e-07
## Analysis of Variance Table
## 
## Response: F1$NBI
##                    Df Sum Sq Mean Sq F value    Pr(>F)    
## F1$Row             49   7866 160.527  2.3456 6.383e-07 ***
## F1$Column           3    789 263.021  3.8432   0.00934 ** 
## F1$Row:F1$Column  106   7724  72.864  1.0647   0.31303    
## Residuals        1633 111761  68.439                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = F1$NBI ~ F1$Row * F1$Column)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -25.7290  -5.3466   0.4336   5.5032  28.5864 
## 
## Coefficients: (41 not defined because of singularities)
##                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          16.21731    1.62242   9.996  < 2e-16 ***
## F1$Row10             -2.13094    2.97556  -0.716 0.474002    
## F1$Row11             -2.72175    2.27311  -1.197 0.231336    
## F1$Row12              1.23997    2.97556   0.417 0.676941    
## F1$Row13              2.90169    3.07833   0.943 0.346016    
## F1$Row14             -2.14185    2.97556  -0.720 0.471742    
## F1$Row15              2.13906    2.97556   0.719 0.472321    
## F1$Row16              0.39019    3.34471   0.117 0.907144    
## F1$Row17              1.39818    3.52752   0.396 0.691889    
## F1$Row18             -0.85549    2.97556  -0.288 0.773762    
## F1$Row19              4.36633    2.97556   1.467 0.142461    
## F1$Row2              -2.39640    2.97556  -0.805 0.420729    
## F1$Row20              0.32906    2.97556   0.111 0.911958    
## F1$Row21              4.63803    2.68232   1.729 0.083979 .  
## F1$Row22              3.47724    2.97556   1.169 0.242736    
## F1$Row23             -2.36131    3.07833  -0.767 0.443149    
## F1$Row24              3.26853    2.88713   1.132 0.257757    
## F1$Row25             -1.31458    2.97556  -0.442 0.658698    
## F1$Row26             -3.22531    3.07833  -1.048 0.294911    
## F1$Row27             -0.56185    2.97556  -0.189 0.850255    
## F1$Row28              5.34269    2.97556   1.796 0.072755 .  
## F1$Row29             -2.97131    3.07833  -0.965 0.334571    
## F1$Row3              -3.75549    2.97556  -1.262 0.207089    
## F1$Row30              0.46869    3.07833   0.152 0.879004    
## F1$Row31             -2.86255    2.42719  -1.179 0.238424    
## F1$Row32              3.73451    2.97556   1.255 0.209636    
## F1$Row33             -2.17640    2.97556  -0.731 0.464625    
## F1$Row34              1.07178    2.97556   0.360 0.718748    
## F1$Row35              1.07353    2.88713   0.372 0.710066    
## F1$Row36              6.51069    3.07833   2.115 0.034581 *  
## F1$Row37             -0.01931    3.07833  -0.006 0.994996    
## F1$Row38             -2.05331    3.07833  -0.667 0.504854    
## F1$Row39              3.22269    2.97556   1.083 0.278945    
## F1$Row4               2.14997    2.97556   0.723 0.470065    
## F1$Row40              1.29451    2.97556   0.435 0.663585    
## F1$Row41              2.73093    2.58032   1.058 0.290045    
## F1$Row42              4.48815    2.97556   1.508 0.131662    
## F1$Row43             -1.35822    2.97556  -0.456 0.648122    
## F1$Row44             11.31169    3.07833   3.675 0.000246 ***
## F1$Row45              0.95087    2.97556   0.320 0.749342    
## F1$Row46              5.07069    3.07833   1.647 0.099705 .  
## F1$Row47              2.88542    2.97556   0.970 0.332337    
## F1$Row48              7.62906    2.97556   2.564 0.010439 *  
## F1$Row49              3.55360    2.97556   1.194 0.232549    
## F1$Row5              -3.76531    3.07833  -1.223 0.221444    
## F1$Row50              3.67789    2.31729   1.587 0.112671    
## F1$Row6              -0.64458    2.97556  -0.217 0.828528    
## F1$Row7              -2.78185    2.97556  -0.935 0.349978    
## F1$Row8              -1.07822    2.97556  -0.362 0.717132    
## F1$Row9               5.01269    2.97556   1.685 0.092253 .  
## F1$Column2            3.72360    2.97556   1.251 0.210970    
## F1$Column3            0.86451    2.97556   0.291 0.771442    
## F1$Column4            3.21380    3.09539   1.038 0.299305    
## F1$Row10:F1$Column2  -3.16097    4.68183  -0.675 0.499672    
## F1$Row11:F1$Column2  -1.12370    4.19648  -0.268 0.788908    
## F1$Row12:F1$Column2  -0.84724    4.61491  -0.184 0.854360    
## F1$Row13:F1$Column2  -6.03351    4.68183  -1.289 0.197682    
## F1$Row14:F1$Column2   0.81458    4.61491   0.177 0.859915    
## F1$Row15:F1$Column2  -3.35542    4.61491  -0.727 0.467280    
## F1$Row16:F1$Column2  -6.20383    4.86112  -1.276 0.202062    
## F1$Row17:F1$Column2  -5.53273    4.98867  -1.109 0.267568    
## F1$Row18:F1$Column2   2.34094    4.61491   0.507 0.612043    
## F1$Row19:F1$Column2  -2.65542    4.61491  -0.575 0.565100    
## F1$Row2:F1$Column2    0.58549    4.61491   0.127 0.899060    
## F1$Row20:F1$Column2  -3.58815    4.26457  -0.841 0.400255    
## F1$Row21:F1$Column2  -5.77439    4.43151  -1.303 0.192748    
## F1$Row22:F1$Column2   0.08185    4.61491   0.018 0.985851    
## F1$Row23:F1$Column2   0.20767    4.68183   0.044 0.964625    
## F1$Row24:F1$Column2  -0.33543    4.62613  -0.073 0.942206    
## F1$Row25:F1$Column2  -2.50542    4.61491  -0.543 0.587275    
## F1$Row26:F1$Column2   4.80440    4.74781   1.012 0.311727    
## F1$Row27:F1$Column2   1.70822    4.61491   0.370 0.711317    
## F1$Row28:F1$Column2  -3.93633    4.61491  -0.853 0.393807    
## F1$Row29:F1$Column2   1.83290    4.62613   0.396 0.692005    
## F1$Row3:F1$Column2   -4.26087    4.61491  -0.923 0.355995    
## F1$Row30:F1$Column2  -1.82516    4.82723  -0.378 0.705408    
## F1$Row31:F1$Column2   2.94891    4.28190   0.689 0.491115    
## F1$Row32:F1$Column2  -5.72360    4.61491  -1.240 0.215064    
## F1$Row33:F1$Column2   4.86003    4.61491   1.053 0.292444    
## F1$Row34:F1$Column2   0.97185    4.61491   0.211 0.833234    
## F1$Row35:F1$Column2  -2.77625    4.55839  -0.609 0.542581    
## F1$Row36:F1$Column2  -3.95069    4.68183  -0.844 0.398885    
## F1$Row37:F1$Column2  -2.07706    4.68183  -0.444 0.657360    
## F1$Row38:F1$Column2   1.77058    4.68183   0.378 0.705345    
## F1$Row39:F1$Column2  -4.25633    4.61491  -0.922 0.356509    
## F1$Row4:F1$Column2   -4.83815    4.61491  -1.048 0.294622    
## F1$Row40:F1$Column2  -2.33360    4.61491  -0.506 0.613160    
## F1$Row41:F1$Column2  -2.06184    4.37052  -0.472 0.637161    
## F1$Row42:F1$Column2  -4.46542    4.61491  -0.968 0.333384    
## F1$Row43:F1$Column2   2.09185    4.61491   0.453 0.650406    
## F1$Row44:F1$Column2 -10.44806    4.68183  -2.232 0.025776 *  
## F1$Row45:F1$Column2   2.91822    4.61491   0.632 0.527250    
## F1$Row46:F1$Column2  -2.01342    4.68183  -0.430 0.667216    
## F1$Row47:F1$Column2  -6.17542    4.61491  -1.338 0.181035    
## F1$Row48:F1$Column2  -9.14297    4.68183  -1.953 0.051007 .  
## F1$Row49:F1$Column2  -7.35997    4.61491  -1.595 0.110945    
## F1$Row5:F1$Column2   -3.60924    4.68183  -0.771 0.440876    
## F1$Row50:F1$Column2  -7.99698    4.22057  -1.895 0.058300 .  
## F1$Row6:F1$Column2   -6.23815    4.61491  -1.352 0.176646    
## F1$Row7:F1$Column2   -0.94724    4.61491  -0.205 0.837398    
## F1$Row8:F1$Column2   -3.42087    4.61491  -0.741 0.458639    
## F1$Row9:F1$Column2   -8.33269    4.61491  -1.806 0.071164 .  
## F1$Row10:F1$Column3   3.32913    4.61491   0.721 0.470776    
## F1$Row11:F1$Column3   3.15630    4.19648   0.752 0.452081    
## F1$Row12:F1$Column3   0.08922    4.68183   0.019 0.984799    
## F1$Row13:F1$Column3  -3.47476    4.92470  -0.706 0.480551    
## F1$Row14:F1$Column3   6.19094    4.61491   1.342 0.179942    
## F1$Row15:F1$Column3   1.07094    4.61491   0.232 0.816519    
## F1$Row16:F1$Column3  -2.05656    4.86112  -0.423 0.672306    
## F1$Row17:F1$Column3        NA         NA      NA       NA    
## F1$Row18:F1$Column3   6.51867    4.86112   1.341 0.180113    
## F1$Row19:F1$Column3   0.03640    4.61491   0.008 0.993708    
## F1$Row2:F1$Column3    3.00549    4.61491   0.651 0.514972    
## F1$Row20:F1$Column3  -1.60360    4.61491  -0.347 0.728273    
## F1$Row21:F1$Column3  -3.81439    4.43151  -0.861 0.389506    
## F1$Row22:F1$Column3   1.16094    4.61491   0.252 0.801410    
## F1$Row23:F1$Column3   0.70131    4.68183   0.150 0.880946    
## F1$Row24:F1$Column3   3.47784    4.55839   0.763 0.445601    
## F1$Row25:F1$Column3   6.52094    4.61491   1.413 0.157841    
## F1$Row26:F1$Column3   5.71531    4.68183   1.221 0.222360    
## F1$Row27:F1$Column3   4.87303    4.68183   1.041 0.298104    
## F1$Row28:F1$Column3  -4.14542    4.61491  -0.898 0.369176    
## F1$Row29:F1$Column3   3.23549    4.74781   0.681 0.495671    
## F1$Row3:F1$Column3    5.80913    4.61491   1.259 0.208292    
## F1$Row30:F1$Column3  -2.23324    4.68183  -0.477 0.633425    
## F1$Row31:F1$Column3   4.35345    4.28190   1.017 0.309441    
## F1$Row32:F1$Column3  -2.65542    4.61491  -0.575 0.565100    
## F1$Row33:F1$Column3   2.85731    4.61491   0.619 0.535906    
## F1$Row34:F1$Column3   0.46458    4.61491   0.101 0.919825    
## F1$Row35:F1$Column3  -0.61989    4.55839  -0.136 0.891847    
## F1$Row36:F1$Column3  -3.37797    4.68183  -0.722 0.470702    
## F1$Row37:F1$Column3   1.89203    4.68183   0.404 0.686175    
## F1$Row38:F1$Column3   4.88549    4.74781   1.029 0.303633    
## F1$Row39:F1$Column3  -1.53360    4.61491  -0.332 0.739694    
## F1$Row4:F1$Column3   -5.48997    4.61491  -1.190 0.234371    
## F1$Row40:F1$Column3  -1.37178    4.61491  -0.297 0.766313    
## F1$Row41:F1$Column3  -0.22456    4.37052  -0.051 0.959028    
## F1$Row42:F1$Column3  -6.70542    4.61491  -1.453 0.146418    
## F1$Row43:F1$Column3   1.79195    4.76235   0.376 0.706761    
## F1$Row44:F1$Column3  -6.84260    4.68183  -1.462 0.144065    
## F1$Row45:F1$Column3   2.80031    4.68183   0.598 0.549841    
## F1$Row46:F1$Column3   0.40294    4.68183   0.086 0.931425    
## F1$Row47:F1$Column3   3.82367    4.61491   0.829 0.407482    
## F1$Row48:F1$Column3   0.10663    4.55839   0.023 0.981341    
## F1$Row49:F1$Column3  -2.60087    4.61491  -0.564 0.573117    
## F1$Row5:F1$Column3    4.64167    4.68183   0.991 0.321626    
## F1$Row50:F1$Column3  -3.00153    4.22057  -0.711 0.477083    
## F1$Row6:F1$Column3   -0.21542    4.61491  -0.047 0.962775    
## F1$Row7:F1$Column3    3.41003    4.61491   0.739 0.460063    
## F1$Row8:F1$Column3   -0.41542    4.61491  -0.090 0.928285    
## F1$Row9:F1$Column3   -5.68951    4.55839  -1.248 0.212158    
## F1$Row10:F1$Column4        NA         NA      NA       NA    
## F1$Row11:F1$Column4        NA         NA      NA       NA    
## F1$Row12:F1$Column4        NA         NA      NA       NA    
## F1$Row13:F1$Column4        NA         NA      NA       NA    
## F1$Row14:F1$Column4        NA         NA      NA       NA    
## F1$Row15:F1$Column4        NA         NA      NA       NA    
## F1$Row16:F1$Column4        NA         NA      NA       NA    
## F1$Row17:F1$Column4        NA         NA      NA       NA    
## F1$Row18:F1$Column4        NA         NA      NA       NA    
## F1$Row19:F1$Column4        NA         NA      NA       NA    
## F1$Row2:F1$Column4         NA         NA      NA       NA    
## F1$Row20:F1$Column4        NA         NA      NA       NA    
## F1$Row21:F1$Column4        NA         NA      NA       NA    
## F1$Row22:F1$Column4        NA         NA      NA       NA    
## F1$Row23:F1$Column4   3.54384    4.75889   0.745 0.456574    
## F1$Row24:F1$Column4        NA         NA      NA       NA    
## F1$Row25:F1$Column4        NA         NA      NA       NA    
## F1$Row26:F1$Column4        NA         NA      NA       NA    
## F1$Row27:F1$Column4        NA         NA      NA       NA    
## F1$Row28:F1$Column4        NA         NA      NA       NA    
## F1$Row29:F1$Column4        NA         NA      NA       NA    
## F1$Row3:F1$Column4         NA         NA      NA       NA    
## F1$Row30:F1$Column4        NA         NA      NA       NA    
## F1$Row31:F1$Column4        NA         NA      NA       NA    
## F1$Row32:F1$Column4  -8.65562    4.69306  -1.844 0.065314 .  
## F1$Row33:F1$Column4        NA         NA      NA       NA    
## F1$Row34:F1$Column4   0.78438    4.69306   0.167 0.867283    
## F1$Row35:F1$Column4  -4.62372    4.63750  -0.997 0.318897    
## F1$Row36:F1$Column4        NA         NA      NA       NA    
## F1$Row37:F1$Column4        NA         NA      NA       NA    
## F1$Row38:F1$Column4        NA         NA      NA       NA    
## F1$Row39:F1$Column4        NA         NA      NA       NA    
## F1$Row4:F1$Column4         NA         NA      NA       NA    
## F1$Row40:F1$Column4        NA         NA      NA       NA    
## F1$Row41:F1$Column4   3.94296    4.70766   0.838 0.402399    
## F1$Row42:F1$Column4        NA         NA      NA       NA    
## F1$Row43:F1$Column4        NA         NA      NA       NA    
## F1$Row44:F1$Column4        NA         NA      NA       NA    
## F1$Row45:F1$Column4  -4.80653    4.69306  -1.024 0.305903    
## F1$Row46:F1$Column4  -5.43635    4.75889  -1.142 0.253473    
## F1$Row47:F1$Column4  -9.74053    4.75889  -2.047 0.040837 *  
## F1$Row48:F1$Column4        NA         NA      NA       NA    
## F1$Row49:F1$Column4  -3.22835    4.69306  -0.688 0.491615    
## F1$Row5:F1$Column4         NA         NA      NA       NA    
## F1$Row50:F1$Column4        NA         NA      NA       NA    
## F1$Row6:F1$Column4         NA         NA      NA       NA    
## F1$Row7:F1$Column4         NA         NA      NA       NA    
## F1$Row8:F1$Column4         NA         NA      NA       NA    
## F1$Row9:F1$Column4         NA         NA      NA       NA    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.273 on 1633 degrees of freedom
## Multiple R-squared:  0.1278, Adjusted R-squared:  0.04343 
## F-statistic: 1.515 on 158 and 1633 DF,  p-value: 8.435e-05

Controlling for Height,Column,Row effects

Dat = F1

#Identifying outliers outside 
OBA <-boxplot(Dat$Anth,range = 3.5, plot = F)$out
OBC <-boxplot(Dat$Chl,range = 3, plot = F)$out
OBF <-boxplot(Dat$Flav,range = 3, plot = F)$out
OBN <-boxplot(Dat$NBI,range = 3,plot=F)$out

#Isolating outliers exceeding
OA = Dat[which(Dat$Anth %in% OBA),];OA
##     Collection.Day Allocation Block Column Row group Group.ID Tree.ID Rep.
## 605              3         F1    34      3  17    38      116   IN4FM    N
## 694              2         F1    10      2  20    33       69   IN4E4    N
##     measure Height Flower    Chl  Flav  Anth   NBI
## 605      11      H      N 59.122 1.640 0.483 36.05
## 694       7      M      N 18.511 1.401 0.370 13.21
OC = Dat[which(Dat$Anth %in% OBC),];OC
##  [1] Collection.Day Allocation     Block          Column        
##  [5] Row            group          Group.ID       Tree.ID       
##  [9] Rep.           measure        Height         Flower        
## [13] Chl            Flav           Anth           NBI           
## <0 rows> (or 0-length row.names)
OF = Dat[which(Dat$Anth %in% OBF),];OF
##  [1] Collection.Day Allocation     Block          Column        
##  [5] Row            group          Group.ID       Tree.ID       
##  [9] Rep.           measure        Height         Flower        
## [13] Chl            Flav           Anth           NBI           
## <0 rows> (or 0-length row.names)
ON = Dat[which(Dat$Anth %in% OBN),];ON
##  [1] Collection.Day Allocation     Block          Column        
##  [5] Row            group          Group.ID       Tree.ID       
##  [9] Rep.           measure        Height         Flower        
## [13] Chl            Flav           Anth           NBI           
## <0 rows> (or 0-length row.names)
Dat <- Dat[-which(Dat$Anth %in% OBA),]

DATG <- ggplot(F1) + aes(x = Tree.ID, y = Anth,) + geom_boxplot(fill = "dodgerblue1", size = 1.25) + ylab("Anth") + xlab("Tree ID") + ggtitle("Anthocyanin Raw Data") +stat_summary(fun.y=mean, colour="gray90", geom="point", shape=18, size=3) +theme_bw()+theme(plot.title = element_text(hjust = 0.5))+geom_hline(yintercept = mean(F1$Anth))

DATG2 <- ggplot(Dat) + aes(x = Tree.ID, y = Anth,) + geom_boxplot(fill = "dodgerblue1", size = 1.25) + ylab("Anth") + xlab("Tree ID") + ggtitle("Anthocyanin Outliers Removed") +stat_summary(fun.y=mean, colour="gray90", geom="point", shape=18, size=3) +theme_bw()+theme(plot.title = element_text(hjust = 0.5))+geom_hline(yintercept = mean(Dat$Anth))

grid.arrange(DATG,DATG2)

#Total Mean
Dat$ATmean = mean(Dat$Anth)
Dat$CTmean = mean(Dat$Chl)
Dat$FTmean = mean(Dat$Flav)
Dat$NTmean = mean(Dat$NBI)

#Remove Total Mean
Dat$Anth2 = Dat$Anth - Dat$ATmean
Dat$Chl2 = Dat$Chl - Dat$CTmean
Dat$Flav2 = Dat$Flav - Dat$FTmean
Dat$NBI2 = Dat$NBI - Dat$NTmean

#Height Mean for Anth and Flav
DatH = group_by(Dat, Height)
DatH = summarise(DatH, HAnth = mean(Anth, na.rm = T), HChl = mean(Chl, na.rm =T), HFlav = mean(Flav,na.rm = T), HNBI = mean(NBI, na.rm = T))

#Add Height Mean to Data
Dat =merge(Dat, DatH, by.x = "Height")

#Calculate Height Mean Deviation from Total Mean 
Dat$ATH = Dat$ATmean - Dat$HAnth
Dat$CTH = Dat$CTmean - Dat$HChl
Dat$FTH = Dat$FTmean - Dat$HFlav
Dat$NTH = Dat$NTmean - Dat$HNBI

#Controlling for Height Anth and Flav
Dat$Anth3 = Dat$Anth2 + Dat$ATH
Dat$Chl3 = Dat$Chl2 + Dat$CTH
Dat$Flav3 = Dat$Flav2 + Dat$FTH
Dat$NBI3 = Dat$NBI2 + Dat$NTH

#Column Mean for Chl, Flav,NBI
DatC = group_by(Dat, Column)
DatC = summarise(DatC, CAnth = mean(Anth, na.rm = T), CChl = mean(Chl, na.rm = T) ,CFlav = mean(Flav,na.rm = T), CNBI = mean(NBI,na.rm = T))

#Add Column Mean to Data
Dat =merge(Dat, DatC, by.x = "Column")

#Calculate Column Mean Deviation from Total Mean
Dat$ATC = Dat$ATmean - Dat$CAnth
Dat$CTC = Dat$CTmean - Dat$CChl
Dat$FTC = Dat$FTmean - Dat$CFlav
Dat$NTC = Dat$NTmean - Dat$CNBI

#Controlling for Column Chl, Flav and NBI
Dat$Anth4 = Dat$Anth3 + Dat$ATC
Dat$Chl4 = Dat$Chl2 + Dat$CTC
Dat$Flav4 = Dat$Flav3 + Dat$FTC
Dat$NBI4 = Dat$NBI3 + Dat$NTC

#Row Mean for Anth, Chl, Flav and and NBI
DatR = group_by(Dat, Row)
DatR = summarise(DatR, RAnth = mean(Anth,na.rm = T),RChl = mean(Chl,na.rm = T), RFlav = mean(Flav,na.rm = T), RNBI = mean(NBI,na.rm = T))

#Add Row Mean to Data
Dat =merge(Dat, DatR, by.x = "Row")

#Calculate Row Mean Deviation from Total Mean 
Dat$ATR = Dat$ATmean - Dat$RAnth
Dat$CTR = Dat$CTmean - Dat$RChl
Dat$FTR = Dat$FTmean - Dat$RFlav
Dat$NTR = Dat$NTmean - Dat$RNBI

#Controlling for Row in Anth, Chl, Flav and NBI
Dat$Anth5 = Dat$Anth4 + Dat$ATR
Dat$Chl5 = Dat$Chl4 + Dat$CTR
Dat$Flav5 = Dat$Flav4 + Dat$FTR
Dat$NBI5 = Dat$NBI4 + Dat$NTR

New ANOVAs

## Analysis of Variance Table
## 
## Response: Dat$Anth5
##                                 Df  Sum Sq   Mean Sq F value  Pr(>F)    
## Dat$Height                       2 0.00000 0.0000013  0.0008 0.99918    
## Dat$Column                       3 0.00043 0.0001418  0.0869 0.96722    
## Dat$Row                         49 0.00058 0.0000118  0.0072 1.00000    
## Dat$Height:Dat$Column            6 0.01972 0.0032863  2.0144 0.06088 .  
## Dat$Height:Dat$Row              98 0.18437 0.0018813  1.1532 0.15291    
## Dat$Column:Dat$Row             106 0.26715 0.0025203  1.5448 0.00052 ***
## Dat$Height:Dat$Column:Dat$Row  212 0.41022 0.0019350  1.1861 0.04567 *  
## Residuals                     1313 2.14207 0.0016314                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Dat$Anth5 ~ Dat$Height * Dat$Column * Dat$Row)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.128250 -0.022333  0.000333  0.021750  0.152750 
## 
## Coefficients: (123 not defined because of singularities)
##                                     Estimate Std. Error t value Pr(>|t|)
## (Intercept)                        0.0037677  0.0142804   0.264  0.79195
## Dat$HeightL                       -0.0002426  0.0196265  -0.012  0.99014
## Dat$HeightM                        0.0037440  0.0196265   0.191  0.84874
## Dat$Column2                       -0.0266401  0.0273448  -0.974  0.33012
## Dat$Column3                       -0.0151472  0.0273448  -0.554  0.57972
## Dat$Column4                        0.0603375  0.0273448   2.207  0.02752
## Dat$Row10                         -0.0071875  0.0247343  -0.291  0.77141
## Dat$Row11                         -0.0035281  0.0201955  -0.175  0.86135
## Dat$Row12                         -0.0211458  0.0273448  -0.773  0.43948
## Dat$Row13                          0.0882931  0.0319319   2.765  0.00577
## Dat$Row14                          0.0158788  0.0273448   0.581  0.56155
## Dat$Row15                          0.0153636  0.0273448   0.562  0.57432
## Dat$Row16                          0.0224333  0.0273448   0.820  0.41214
## Dat$Row17                         -0.0039821  0.0368718  -0.108  0.91401
## Dat$Row18                          0.0410667  0.0273448   1.502  0.13339
## Dat$Row19                         -0.0114242  0.0273448  -0.418  0.67617
## Dat$Row2                          -0.0217879  0.0273448  -0.797  0.42572
## Dat$Row20                          0.0118450  0.0273448   0.433  0.66496
## Dat$Row21                         -0.0122905  0.0247343  -0.497  0.61934
## Dat$Row22                         -0.0350303  0.0273448  -1.281  0.20040
## Dat$Row23                         -0.0475659  0.0273448  -1.739  0.08218
## Dat$Row24                         -0.0046667  0.0273448  -0.171  0.86452
## Dat$Row25                          0.0130303  0.0273448   0.477  0.63378
## Dat$Row26                          0.0063710  0.0319319   0.200  0.84189
## Dat$Row27                          0.0013333  0.0273448   0.049  0.96112
## Dat$Row28                         -0.0741818  0.0273448  -2.713  0.00676
## Dat$Row29                          0.0082500  0.0273448   0.302  0.76293
## Dat$Row3                          -0.0113939  0.0273448  -0.417  0.67698
## Dat$Row30                          0.0297333  0.0273448   1.087  0.27708
## Dat$Row31                          0.0209680  0.0201955   1.038  0.29934
## Dat$Row32                         -0.0251364  0.0273448  -0.919  0.35814
## Dat$Row33                         -0.0660000  0.0273448  -2.414  0.01593
## Dat$Row34                         -0.0054621  0.0273448  -0.200  0.84171
## Dat$Row35                          0.0364222  0.0247343   1.473  0.14112
## Dat$Row36                         -0.0396562  0.0273448  -1.450  0.14723
## Dat$Row37                         -0.0068021  0.0273448  -0.249  0.80359
## Dat$Row38                         -0.0346774  0.0319319  -1.086  0.27769
## Dat$Row39                         -0.0050909  0.0273448  -0.186  0.85234
## Dat$Row4                          -0.0330152  0.0247343  -1.335  0.18218
## Dat$Row40                         -0.0294848  0.0273448  -1.078  0.28112
## Dat$Row41                         -0.0273298  0.0247343  -1.105  0.26939
## Dat$Row42                         -0.0392424  0.0273448  -1.435  0.15150
## Dat$Row43                          0.0213226  0.0273448   0.780  0.43567
## Dat$Row44                         -0.0014062  0.0319319  -0.044  0.96488
## Dat$Row45                         -0.0078837  0.0273448  -0.288  0.77316
## Dat$Row46                          0.0352791  0.0319319   1.105  0.26944
## Dat$Row47                          0.0035581  0.0273448   0.130  0.89649
## Dat$Row48                         -0.0281818  0.0273448  -1.031  0.30291
## Dat$Row49                         -0.0335227  0.0273448  -1.226  0.22045
## Dat$Row5                           0.0024583  0.0273448   0.090  0.92838
## Dat$Row50                         -0.0209298  0.0201955  -1.036  0.30022
## Dat$Row6                          -0.0428485  0.0273448  -1.567  0.11736
## Dat$Row7                           0.0472727  0.0273448   1.729  0.08409
## Dat$Row8                          -0.0045455  0.0273448  -0.166  0.86800
## Dat$Row9                          -0.0335686  0.0273448  -1.228  0.21982
## Dat$HeightL:Dat$Column2            0.0302083  0.0365632   0.826  0.40884
## Dat$HeightM:Dat$Column2           -0.0004028  0.0365632  -0.011  0.99121
## Dat$HeightL:Dat$Column3            0.0094583  0.0365632   0.259  0.79592
## Dat$HeightM:Dat$Column3            0.0190972  0.0365632   0.522  0.60154
## Dat$HeightL:Dat$Column4            0.0096000  0.0381405   0.252  0.80131
## Dat$HeightM:Dat$Column4           -0.0095357  0.0372647  -0.256  0.79807
## Dat$HeightL:Dat$Row10              0.0184583  0.0346542   0.533  0.59437
## Dat$HeightM:Dat$Row10             -0.0347361  0.0365632  -0.950  0.34227
## Dat$HeightL:Dat$Row11             -0.0040167  0.0274276  -0.146  0.88359
## Dat$HeightM:Dat$Row11             -0.0047500  0.0277561  -0.171  0.86414
## Dat$HeightL:Dat$Row12              0.0487917  0.0365632   1.334  0.18229
## Dat$HeightM:Dat$Row12              0.0656806  0.0365632   1.796  0.07267
## Dat$HeightL:Dat$Row13             -0.0435417  0.0401095  -1.086  0.27787
## Dat$HeightM:Dat$Row13             -0.1031528  0.0401095  -2.572  0.01023
## Dat$HeightL:Dat$Row14             -0.0104583  0.0365632  -0.286  0.77490
## Dat$HeightM:Dat$Row14              0.0091806  0.0365632   0.251  0.80179
## Dat$HeightL:Dat$Row15             -0.0466250  0.0365632  -1.275  0.20247
## Dat$HeightM:Dat$Row15              0.0067639  0.0365632   0.185  0.85326
## Dat$HeightL:Dat$Row16             -0.0616250  0.0417699  -1.475  0.14036
## Dat$HeightM:Dat$Row16             -0.0094028  0.0383774  -0.245  0.80649
## Dat$HeightL:Dat$Row17              0.0720000  0.0466395   1.544  0.12289
## Dat$HeightM:Dat$Row17             -0.0287500  0.0466395  -0.616  0.53772
## Dat$HeightL:Dat$Row18             -0.0706250  0.0365632  -1.932  0.05363
## Dat$HeightM:Dat$Row18             -0.0647361  0.0365632  -1.771  0.07687
## Dat$HeightL:Dat$Row19              0.0264583  0.0365632   0.724  0.46942
## Dat$HeightM:Dat$Row19              0.0165972  0.0365632   0.454  0.64995
## Dat$HeightL:Dat$Row2               0.0166250  0.0365632   0.455  0.64941
## Dat$HeightM:Dat$Row2               0.0452639  0.0365632   1.238  0.21595
## Dat$HeightL:Dat$Row20             -0.0231250  0.0365632  -0.632  0.52719
## Dat$HeightM:Dat$Row20             -0.0024861  0.0365632  -0.068  0.94580
## Dat$HeightL:Dat$Row21             -0.0180417  0.0326338  -0.553  0.58046
## Dat$HeightM:Dat$Row21              0.0105472  0.0334566   0.315  0.75262
## Dat$HeightL:Dat$Row22              0.0207917  0.0365632   0.569  0.56969
## Dat$HeightM:Dat$Row22              0.0786806  0.0365632   2.152  0.03159
## Dat$HeightL:Dat$Row23              0.0282917  0.0365632   0.774  0.43920
## Dat$HeightM:Dat$Row23              0.0689306  0.0383774   1.796  0.07270
## Dat$HeightL:Dat$Row24              0.0197083  0.0365632   0.539  0.58996
## Dat$HeightM:Dat$Row24             -0.0030028  0.0354302  -0.085  0.93247
## Dat$HeightL:Dat$Row25             -0.0216250  0.0365632  -0.591  0.55433
## Dat$HeightM:Dat$Row25             -0.0294861  0.0365632  -0.806  0.42013
## Dat$HeightL:Dat$Row26              0.0037083  0.0401095   0.092  0.92635
## Dat$HeightM:Dat$Row26             -0.0011528  0.0401095  -0.029  0.97708
## Dat$HeightL:Dat$Row27             -0.0226250  0.0365632  -0.619  0.53616
## Dat$HeightM:Dat$Row27             -0.0049861  0.0365632  -0.136  0.89155
## Dat$HeightL:Dat$Row28              0.0726250  0.0365632   1.986  0.04721
## Dat$HeightM:Dat$Row28              0.0362639  0.0365632   0.992  0.32147
## Dat$HeightL:Dat$Row29             -0.0645417  0.0365632  -1.765  0.07776
## Dat$HeightM:Dat$Row29             -0.0127361  0.0383774  -0.332  0.74004
## Dat$HeightL:Dat$Row3               0.0219583  0.0365632   0.601  0.54824
## Dat$HeightM:Dat$Row3               0.0158472  0.0365632   0.433  0.66478
## Dat$HeightL:Dat$Row30             -0.0341250  0.0365632  -0.933  0.35083
## Dat$HeightM:Dat$Row30             -0.0374028  0.0383774  -0.975  0.32994
## Dat$HeightL:Dat$Row31             -0.0375952  0.0286739  -1.311  0.19004
## Dat$HeightM:Dat$Row31             -0.0186111  0.0293434  -0.634  0.52603
## Dat$HeightL:Dat$Row32             -0.0057917  0.0365632  -0.158  0.87416
## Dat$HeightM:Dat$Row32              0.0078472  0.0365632   0.215  0.83010
## Dat$HeightL:Dat$Row33              0.0462917  0.0365632   1.266  0.20571
## Dat$HeightM:Dat$Row33              0.0561806  0.0365632   1.537  0.12465
## Dat$HeightL:Dat$Row34              0.0063750  0.0365632   0.174  0.86161
## Dat$HeightM:Dat$Row34              0.0147639  0.0365632   0.404  0.68643
## Dat$HeightL:Dat$Row35             -0.0612917  0.0346542  -1.769  0.07718
## Dat$HeightM:Dat$Row35             -0.0451528  0.0346542  -1.303  0.19282
## Dat$HeightL:Dat$Row36              0.0633750  0.0383774   1.651  0.09890
## Dat$HeightM:Dat$Row36              0.0263472  0.0365632   0.721  0.47129
## Dat$HeightL:Dat$Row37             -0.0166250  0.0383774  -0.433  0.66494
## Dat$HeightM:Dat$Row37              0.0109306  0.0365632   0.299  0.76503
## Dat$HeightL:Dat$Row38              0.0177083  0.0401095   0.441  0.65892
## Dat$HeightM:Dat$Row38              0.0823472  0.0401095   2.053  0.04026
## Dat$HeightL:Dat$Row39             -0.0065417  0.0365632  -0.179  0.85803
## Dat$HeightM:Dat$Row39              0.0010972  0.0365632   0.030  0.97606
## Dat$HeightL:Dat$Row4               0.0037083  0.0346542   0.107  0.91480
## Dat$HeightM:Dat$Row4               0.0260972  0.0365632   0.714  0.47550
## Dat$HeightL:Dat$Row40              0.0436250  0.0365632   1.193  0.23303
## Dat$HeightM:Dat$Row40              0.0010139  0.0365632   0.028  0.97788
## Dat$HeightL:Dat$Row41              0.0449226  0.0320331   1.402  0.16104
## Dat$HeightM:Dat$Row41              0.0352639  0.0326338   1.081  0.28008
## Dat$HeightL:Dat$Row42              0.0640417  0.0383774   1.669  0.09541
## Dat$HeightM:Dat$Row42              0.0338639  0.0354302   0.956  0.33935
## Dat$HeightL:Dat$Row43             -0.0370417  0.0365632  -1.013  0.31121
## Dat$HeightM:Dat$Row43             -0.0484028  0.0365632  -1.324  0.18580
## Dat$HeightL:Dat$Row44             -0.0137917  0.0401095  -0.344  0.73101
## Dat$HeightM:Dat$Row44             -0.0241528  0.0401095  -0.602  0.54716
## Dat$HeightL:Dat$Row45              0.0509583  0.0365632   1.394  0.16364
## Dat$HeightM:Dat$Row45              0.0038472  0.0365632   0.105  0.91622
## Dat$HeightL:Dat$Row46             -0.0576250  0.0417699  -1.380  0.16795
## Dat$HeightM:Dat$Row46             -0.0698028  0.0390794  -1.786  0.07430
## Dat$HeightL:Dat$Row47             -0.0052917  0.0365632  -0.145  0.88495
## Dat$HeightM:Dat$Row47             -0.0239028  0.0365632  -0.654  0.51339
## Dat$HeightL:Dat$Row48              0.0020417  0.0365632   0.056  0.95548
## Dat$HeightM:Dat$Row48              0.0336806  0.0365632   0.921  0.35714
## Dat$HeightL:Dat$Row49              0.0334583  0.0365632   0.915  0.36032
## Dat$HeightM:Dat$Row49              0.0043472  0.0365632   0.119  0.90538
## Dat$HeightL:Dat$Row5              -0.0542917  0.0383774  -1.415  0.15740
## Dat$HeightM:Dat$Row5               0.0275139  0.0365632   0.753  0.45188
## Dat$HeightL:Dat$Row50              0.0071083  0.0274276   0.259  0.79555
## Dat$HeightM:Dat$Row50             -0.0251171  0.0286739  -0.876  0.38121
## Dat$HeightL:Dat$Row6               0.0292917  0.0365632   0.801  0.42320
## Dat$HeightM:Dat$Row6               0.0551806  0.0365632   1.509  0.13149
## Dat$HeightL:Dat$Row7              -0.0313750  0.0365632  -0.858  0.39099
## Dat$HeightM:Dat$Row7              -0.0307361  0.0365632  -0.841  0.40071
## Dat$HeightL:Dat$Row8               0.0222917  0.0365632   0.610  0.54218
## Dat$HeightM:Dat$Row8              -0.0050694  0.0365632  -0.139  0.88975
## Dat$HeightL:Dat$Row9               0.0340417  0.0365632   0.931  0.35201
## Dat$HeightM:Dat$Row9               0.0084306  0.0365632   0.231  0.81768
## Dat$Column2:Dat$Row10              0.0410417  0.0412239   0.996  0.31964
## Dat$Column3:Dat$Row10              0.0073750  0.0412239   0.179  0.85804
## Dat$Column4:Dat$Row10                     NA         NA      NA       NA
## Dat$Column2:Dat$Row11             -0.0057500  0.0386714  -0.149  0.88182
## Dat$Column3:Dat$Row11              0.0335833  0.0386714   0.868  0.38532
## Dat$Column4:Dat$Row11                     NA         NA      NA       NA
## Dat$Column2:Dat$Row12              0.0787083  0.0428411   1.837  0.06640
## Dat$Column3:Dat$Row12              0.0220417  0.0428411   0.514  0.60699
## Dat$Column4:Dat$Row12                     NA         NA      NA       NA
## Dat$Column2:Dat$Row13             -0.0897917  0.0459050  -1.956  0.05067
## Dat$Column3:Dat$Row13             -0.1014583  0.0459050  -2.210  0.02726
## Dat$Column4:Dat$Row13                     NA         NA      NA       NA
## Dat$Column2:Dat$Row14              0.0077083  0.0428411   0.180  0.85724
## Dat$Column3:Dat$Row14             -0.0102917  0.0428411  -0.240  0.81019
## Dat$Column4:Dat$Row14                     NA         NA      NA       NA
## Dat$Column2:Dat$Row15              0.0267083  0.0428411   0.623  0.53311
## Dat$Column3:Dat$Row15             -0.0156250  0.0428411  -0.365  0.71538
## Dat$Column4:Dat$Row15                     NA         NA      NA       NA
## Dat$Column2:Dat$Row16             -0.0399583  0.0428411  -0.933  0.35114
## Dat$Column3:Dat$Row16              0.0087083  0.0428411   0.203  0.83896
## Dat$Column4:Dat$Row16                     NA         NA      NA       NA
## Dat$Column2:Dat$Row17              0.0068333  0.0494687   0.138  0.89016
## Dat$Column3:Dat$Row17                     NA         NA      NA       NA
## Dat$Column4:Dat$Row17                     NA         NA      NA       NA
## Dat$Column2:Dat$Row18             -0.0199583  0.0428411  -0.466  0.64139
## Dat$Column3:Dat$Row18             -0.0352917  0.0428411  -0.824  0.41021
## Dat$Column4:Dat$Row18                     NA         NA      NA       NA
## Dat$Column2:Dat$Row19              0.0813750  0.0428411   1.899  0.05772
## Dat$Column3:Dat$Row19             -0.0149583  0.0428411  -0.349  0.72703
## Dat$Column4:Dat$Row19                     NA         NA      NA       NA
## Dat$Column2:Dat$Row2               0.0420417  0.0428411   0.981  0.32661
## Dat$Column3:Dat$Row2               0.0957083  0.0428411   2.234  0.02565
## Dat$Column4:Dat$Row2                      NA         NA      NA       NA
## Dat$Column2:Dat$Row20             -0.0177917  0.0395406  -0.450  0.65281
## Dat$Column3:Dat$Row20             -0.0372917  0.0428411  -0.870  0.38421
## Dat$Column4:Dat$Row20                     NA         NA      NA       NA
## Dat$Column2:Dat$Row21              0.0207917  0.0412239   0.504  0.61409
## Dat$Column3:Dat$Row21              0.0221250  0.0412239   0.537  0.59156
## Dat$Column4:Dat$Row21                     NA         NA      NA       NA
## Dat$Column2:Dat$Row22              0.0480417  0.0428411   1.121  0.26233
## Dat$Column3:Dat$Row22              0.0653750  0.0428411   1.526  0.12725
## Dat$Column4:Dat$Row22                     NA         NA      NA       NA
## Dat$Column2:Dat$Row23              0.0547083  0.0428411   1.277  0.20183
## Dat$Column3:Dat$Row23              0.1367083  0.0428411   3.191  0.00145
## Dat$Column4:Dat$Row23             -0.0186667  0.0428411  -0.436  0.66311
## Dat$Column2:Dat$Row24              0.0268750  0.0459050   0.585  0.55835
## Dat$Column3:Dat$Row24              0.0387083  0.0428411   0.904  0.36641
## Dat$Column4:Dat$Row24                     NA         NA      NA       NA
## Dat$Column2:Dat$Row25              0.0040417  0.0428411   0.094  0.92485
## Dat$Column3:Dat$Row25             -0.0482917  0.0428411  -1.127  0.25985
## Dat$Column4:Dat$Row25                     NA         NA      NA       NA
## Dat$Column2:Dat$Row26              0.0133750  0.0487768   0.274  0.78397
## Dat$Column3:Dat$Row26              0.0015417  0.0459050   0.034  0.97321
## Dat$Column4:Dat$Row26                     NA         NA      NA       NA
## Dat$Column2:Dat$Row27              0.0023750  0.0428411   0.055  0.95580
## Dat$Column3:Dat$Row27              0.0155417  0.0459050   0.339  0.73499
## Dat$Column4:Dat$Row27                     NA         NA      NA       NA
## Dat$Column2:Dat$Row28              0.1153750  0.0428411   2.693  0.00717
## Dat$Column3:Dat$Row28              0.1113750  0.0428411   2.600  0.00943
## Dat$Column4:Dat$Row28                     NA         NA      NA       NA
## Dat$Column2:Dat$Row29              0.0181250  0.0412239   0.440  0.66025
## Dat$Column3:Dat$Row29              0.0150417  0.0428411   0.351  0.72557
## Dat$Column4:Dat$Row29                     NA         NA      NA       NA
## Dat$Column2:Dat$Row3               0.0610417  0.0428411   1.425  0.15444
## Dat$Column3:Dat$Row3              -0.0349583  0.0428411  -0.816  0.41465
## Dat$Column4:Dat$Row3                      NA         NA      NA       NA
## Dat$Column2:Dat$Row30             -0.0199583  0.0428411  -0.466  0.64139
## Dat$Column3:Dat$Row30             -0.0416250  0.0428411  -0.972  0.33142
## Dat$Column4:Dat$Row30                     NA         NA      NA       NA
## Dat$Column2:Dat$Row31             -0.0025000  0.0386714  -0.065  0.94846
## Dat$Column3:Dat$Row31             -0.0555000  0.0386714  -1.435  0.15148
## Dat$Column4:Dat$Row31                     NA         NA      NA       NA
## Dat$Column2:Dat$Row32              0.0653750  0.0428411   1.526  0.12725
## Dat$Column3:Dat$Row32              0.1077083  0.0428411   2.514  0.01205
## Dat$Column4:Dat$Row32             -0.0106667  0.0428411  -0.249  0.80341
## Dat$Column2:Dat$Row33              0.1070417  0.0428411   2.499  0.01259
## Dat$Column3:Dat$Row33              0.0503750  0.0428411   1.176  0.23987
## Dat$Column4:Dat$Row33                     NA         NA      NA       NA
## Dat$Column2:Dat$Row34              0.0057083  0.0428411   0.133  0.89402
## Dat$Column3:Dat$Row34              0.0257083  0.0428411   0.600  0.54855
## Dat$Column4:Dat$Row34             -0.0646667  0.0428411  -1.509  0.13142
## Dat$Column2:Dat$Row35             -0.0086250  0.0412239  -0.209  0.83431
## Dat$Column3:Dat$Row35             -0.0596250  0.0412239  -1.446  0.14831
## Dat$Column4:Dat$Row35             -0.0556667  0.0412239  -1.350  0.17714
## Dat$Column2:Dat$Row36              0.0340417  0.0428411   0.795  0.42699
## Dat$Column3:Dat$Row36              0.0583750  0.0428411   1.363  0.17324
## Dat$Column4:Dat$Row36                     NA         NA      NA       NA
## Dat$Column2:Dat$Row37              0.0390417  0.0428411   0.911  0.36230
## Dat$Column3:Dat$Row37              0.0210417  0.0428411   0.491  0.62340
## Dat$Column4:Dat$Row37                     NA         NA      NA       NA
## Dat$Column2:Dat$Row38              0.0488750  0.0443995   1.101  0.27119
## Dat$Column3:Dat$Row38              0.0417083  0.0459050   0.909  0.36374
## Dat$Column4:Dat$Row38                     NA         NA      NA       NA
## Dat$Column2:Dat$Row39              0.0447083  0.0428411   1.044  0.29687
## Dat$Column3:Dat$Row39              0.0520417  0.0428411   1.215  0.22468
## Dat$Column4:Dat$Row39                     NA         NA      NA       NA
## Dat$Column2:Dat$Row4               0.0882083  0.0412239   2.140  0.03256
## Dat$Column3:Dat$Row4               0.0568750  0.0412239   1.380  0.16793
## Dat$Column4:Dat$Row4                      NA         NA      NA       NA
## Dat$Column2:Dat$Row40              0.0033750  0.0428411   0.079  0.93722
## Dat$Column3:Dat$Row40              0.0627083  0.0428411   1.464  0.14350
## Dat$Column4:Dat$Row40                     NA         NA      NA       NA
## Dat$Column2:Dat$Row41              0.0782083  0.0412239   1.897  0.05803
## Dat$Column3:Dat$Row41              0.0242083  0.0412239   0.587  0.55714
## Dat$Column4:Dat$Row41             -0.0140000  0.0443995  -0.315  0.75257
## Dat$Column2:Dat$Row42              0.0303750  0.0428411   0.709  0.47844
## Dat$Column3:Dat$Row42              0.0583750  0.0428411   1.363  0.17324
## Dat$Column4:Dat$Row42                     NA         NA      NA       NA
## Dat$Column2:Dat$Row43              0.0373750  0.0428411   0.872  0.38314
## Dat$Column3:Dat$Row43             -0.0181250  0.0459050  -0.395  0.69303
## Dat$Column4:Dat$Row43                     NA         NA      NA       NA
## Dat$Column2:Dat$Row44              0.0037083  0.0459050   0.081  0.93563
## Dat$Column3:Dat$Row44              0.0370417  0.0459050   0.807  0.41986
## Dat$Column4:Dat$Row44                     NA         NA      NA       NA
## Dat$Column2:Dat$Row45             -0.0206250  0.0428411  -0.481  0.63029
## Dat$Column3:Dat$Row45             -0.0086250  0.0428411  -0.201  0.84048
## Dat$Column4:Dat$Row45             -0.0440000  0.0428411  -1.027  0.30459
## Dat$Column2:Dat$Row46              0.0247083  0.0459050   0.538  0.59050
## Dat$Column3:Dat$Row46             -0.0406250  0.0459050  -0.885  0.37633
## Dat$Column4:Dat$Row46             -0.0843333  0.0459050  -1.837  0.06642
## Dat$Column2:Dat$Row47              0.0433750  0.0428411   1.012  0.31150
## Dat$Column3:Dat$Row47             -0.0088750  0.0412239  -0.215  0.82958
## Dat$Column4:Dat$Row47             -0.0720000  0.0428411  -1.681  0.09307
## Dat$Column2:Dat$Row48              0.0557083  0.0459050   1.214  0.22514
## Dat$Column3:Dat$Row48              0.0554583  0.0412239   1.345  0.17876
## Dat$Column4:Dat$Row48                     NA         NA      NA       NA
## Dat$Column2:Dat$Row49              0.0867083  0.0428411   2.024  0.04318
## Dat$Column3:Dat$Row49              0.0757083  0.0428411   1.767  0.07743
## Dat$Column4:Dat$Row49             -0.0220000  0.0428411  -0.514  0.60767
## Dat$Column2:Dat$Row5               0.0053750  0.0428411   0.125  0.90018
## Dat$Column3:Dat$Row5               0.0280417  0.0428411   0.655  0.51287
## Dat$Column4:Dat$Row5                      NA         NA      NA       NA
## Dat$Column2:Dat$Row50              0.0330417  0.0386714   0.854  0.39303
## Dat$Column3:Dat$Row50              0.0283750  0.0386714   0.734  0.46323
## Dat$Column4:Dat$Row50                     NA         NA      NA       NA
## Dat$Column2:Dat$Row6               0.0363750  0.0428411   0.849  0.39600
## Dat$Column3:Dat$Row6               0.0590417  0.0428411   1.378  0.16839
## Dat$Column4:Dat$Row6                      NA         NA      NA       NA
## Dat$Column2:Dat$Row7              -0.0176250  0.0428411  -0.411  0.68084
## Dat$Column3:Dat$Row7              -0.0432917  0.0428411  -1.011  0.31243
## Dat$Column4:Dat$Row7                      NA         NA      NA       NA
## Dat$Column2:Dat$Row8               0.0523750  0.0428411   1.223  0.22172
## Dat$Column3:Dat$Row8               0.0443750  0.0428411   1.036  0.30048
## Dat$Column4:Dat$Row8                      NA         NA      NA       NA
## Dat$Column2:Dat$Row9               0.0877083  0.0428411   2.047  0.04083
## Dat$Column3:Dat$Row9               0.0577083  0.0412239   1.400  0.16179
## Dat$Column4:Dat$Row9                      NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row10 -0.0668750  0.0557158  -1.200  0.23024
## Dat$HeightM:Dat$Column2:Dat$Row10  0.0014028  0.0581047   0.024  0.98074
## Dat$HeightL:Dat$Column3:Dat$Row10  0.0237917  0.0557158   0.427  0.66944
## Dat$HeightM:Dat$Column3:Dat$Row10  0.0119861  0.0569228   0.211  0.83326
## Dat$HeightL:Dat$Column4:Dat$Row10         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row10         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row11  0.0115167  0.0515326   0.223  0.82319
## Dat$HeightM:Dat$Column2:Dat$Row11  0.0270000  0.0517082   0.522  0.60165
## Dat$HeightL:Dat$Column3:Dat$Row11 -0.0083167  0.0515326  -0.161  0.87181
## Dat$HeightM:Dat$Column3:Dat$Row11 -0.0255833  0.0517082  -0.495  0.62085
## Dat$HeightL:Dat$Column4:Dat$Row11         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row11         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row12 -0.1490417  0.0569228  -2.618  0.00894
## Dat$HeightM:Dat$Column2:Dat$Row12 -0.1149306  0.0569228  -2.019  0.04368
## Dat$HeightL:Dat$Column3:Dat$Row12 -0.0578750  0.0581047  -0.996  0.31941
## Dat$HeightM:Dat$Column3:Dat$Row12 -0.1142639  0.0569228  -2.007  0.04492
## Dat$HeightL:Dat$Column4:Dat$Row12         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row12         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row13  0.0392083  0.0592631   0.662  0.50835
## Dat$HeightM:Dat$Column2:Dat$Row13  0.1105694  0.0592631   1.866  0.06230
## Dat$HeightL:Dat$Column3:Dat$Row13  0.0197917  0.0603992   0.328  0.74321
## Dat$HeightM:Dat$Column3:Dat$Row13  0.0809861  0.0626097   1.294  0.19606
## Dat$HeightL:Dat$Column4:Dat$Row13         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row13         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row14 -0.0377917  0.0569228  -0.664  0.50686
## Dat$HeightM:Dat$Column2:Dat$Row14 -0.0211806  0.0569228  -0.372  0.70988
## Dat$HeightL:Dat$Column3:Dat$Row14 -0.0190417  0.0569228  -0.335  0.73804
## Dat$HeightM:Dat$Column3:Dat$Row14 -0.0299306  0.0569228  -0.526  0.59911
## Dat$HeightL:Dat$Column4:Dat$Row14         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row14         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row15 -0.0130417  0.0569228  -0.229  0.81882
## Dat$HeightM:Dat$Column2:Dat$Row15 -0.0459306  0.0569228  -0.807  0.41987
## Dat$HeightL:Dat$Column3:Dat$Row15  0.0480417  0.0569228   0.844  0.39883
## Dat$HeightM:Dat$Column3:Dat$Row15 -0.0145972  0.0569228  -0.256  0.79765
## Dat$HeightL:Dat$Column4:Dat$Row15         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row15         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row16  0.0693750  0.0603992   1.149  0.25093
## Dat$HeightM:Dat$Column2:Dat$Row16  0.0514028  0.0581047   0.885  0.37650
## Dat$HeightL:Dat$Column3:Dat$Row16  0.0049583  0.0603992   0.082  0.93459
## Dat$HeightM:Dat$Column3:Dat$Row16 -0.0155139  0.0581047  -0.267  0.78951
## Dat$HeightL:Dat$Column4:Dat$Row16         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row16         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row17 -0.1013333  0.0638638  -1.587  0.11282
## Dat$HeightM:Dat$Column2:Dat$Row17  0.0359167  0.0638638   0.562  0.57394
## Dat$HeightL:Dat$Column3:Dat$Row17         NA         NA      NA       NA
## Dat$HeightM:Dat$Column3:Dat$Row17         NA         NA      NA       NA
## Dat$HeightL:Dat$Column4:Dat$Row17         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row17         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row18  0.0196250  0.0569228   0.345  0.73033
## Dat$HeightM:Dat$Column2:Dat$Row18  0.0779861  0.0569228   1.370  0.17091
## Dat$HeightL:Dat$Column3:Dat$Row18  0.0852083  0.0603992   1.411  0.15855
## Dat$HeightM:Dat$Column3:Dat$Row18  0.0605694  0.0581047   1.042  0.29741
## Dat$HeightL:Dat$Column4:Dat$Row18         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row18         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row19 -0.1247083  0.0569228  -2.191  0.02864
## Dat$HeightM:Dat$Column2:Dat$Row19 -0.0583472  0.0569228  -1.025  0.30554
## Dat$HeightL:Dat$Column3:Dat$Row19 -0.0313750  0.0569228  -0.551  0.58160
## Dat$HeightM:Dat$Column3:Dat$Row19  0.0089861  0.0569228   0.158  0.87459
## Dat$HeightL:Dat$Column4:Dat$Row19         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row19         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row2  -0.0586250  0.0569228  -1.030  0.30325
## Dat$HeightM:Dat$Column2:Dat$Row2  -0.0730139  0.0569228  -1.283  0.19983
## Dat$HeightL:Dat$Column3:Dat$Row2  -0.1090417  0.0569228  -1.916  0.05563
## Dat$HeightM:Dat$Column3:Dat$Row2  -0.1319306  0.0569228  -2.318  0.02062
## Dat$HeightL:Dat$Column4:Dat$Row2          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row2          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row20  0.0389583  0.0525773   0.741  0.45884
## Dat$HeightM:Dat$Column2:Dat$Row20  0.0207480  0.0528536   0.393  0.69471
## Dat$HeightL:Dat$Column3:Dat$Row20  0.0239583  0.0569228   0.421  0.67390
## Dat$HeightM:Dat$Column3:Dat$Row20  0.0628194  0.0569228   1.104  0.26997
## Dat$HeightL:Dat$Column4:Dat$Row20         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row20         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row21  0.0131250  0.0544821   0.241  0.80967
## Dat$HeightM:Dat$Column2:Dat$Row21 -0.0027139  0.0549789  -0.049  0.96064
## Dat$HeightL:Dat$Column3:Dat$Row21  0.0390417  0.0544821   0.717  0.47375
## Dat$HeightM:Dat$Column3:Dat$Row21 -0.0155472  0.0549789  -0.283  0.77739
## Dat$HeightL:Dat$Column4:Dat$Row21         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row21         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row22 -0.0416250  0.0569228  -0.731  0.46475
## Dat$HeightM:Dat$Column2:Dat$Row22 -0.0757639  0.0569228  -1.331  0.18342
## Dat$HeightL:Dat$Column3:Dat$Row22 -0.0824583  0.0569228  -1.449  0.14769
## Dat$HeightM:Dat$Column3:Dat$Row22 -0.1093472  0.0569228  -1.921  0.05495
## Dat$HeightL:Dat$Column4:Dat$Row22         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row22         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row23 -0.0437917  0.0569228  -0.769  0.44184
## Dat$HeightM:Dat$Column2:Dat$Row23 -0.0174306  0.0581047  -0.300  0.76424
## Dat$HeightL:Dat$Column3:Dat$Row23 -0.1037917  0.0569228  -1.823  0.06847
## Dat$HeightM:Dat$Column3:Dat$Row23 -0.1676806  0.0581047  -2.886  0.00397
## Dat$HeightL:Dat$Column4:Dat$Row23 -0.0654333  0.0579485  -1.129  0.25904
## Dat$HeightM:Dat$Column4:Dat$Row23 -0.0895476  0.0585487  -1.529  0.12639
## Dat$HeightL:Dat$Column2:Dat$Row24 -0.0287083  0.0592631  -0.484  0.62817
## Dat$HeightM:Dat$Column2:Dat$Row24 -0.0254972  0.0585708  -0.435  0.66340
## Dat$HeightL:Dat$Column3:Dat$Row24 -0.0610417  0.0569228  -1.072  0.28376
## Dat$HeightM:Dat$Column3:Dat$Row24 -0.0603306  0.0562017  -1.073  0.28326
## Dat$HeightL:Dat$Column4:Dat$Row24         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row24         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row25  0.0108750  0.0569228   0.191  0.84852
## Dat$HeightM:Dat$Column2:Dat$Row25  0.0502361  0.0569228   0.883  0.37765
## Dat$HeightL:Dat$Column3:Dat$Row25  0.0639583  0.0569228   1.124  0.26139
## Dat$HeightM:Dat$Column3:Dat$Row25  0.0545694  0.0569228   0.959  0.33791
## Dat$HeightL:Dat$Column4:Dat$Row25         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row25         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row26 -0.0544583  0.0615144  -0.885  0.37616
## Dat$HeightM:Dat$Column2:Dat$Row26  0.0036528  0.0615144   0.059  0.95266
## Dat$HeightL:Dat$Column3:Dat$Row26 -0.0326250  0.0592631  -0.551  0.58206
## Dat$HeightM:Dat$Column3:Dat$Row26 -0.0002639  0.0592631  -0.004  0.99645
## Dat$HeightL:Dat$Column4:Dat$Row26         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row26         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row27  0.0397917  0.0569228   0.699  0.48465
## Dat$HeightM:Dat$Column2:Dat$Row27  0.0329028  0.0569228   0.578  0.56335
## Dat$HeightL:Dat$Column3:Dat$Row27 -0.0033750  0.0592631  -0.057  0.95459
## Dat$HeightM:Dat$Column3:Dat$Row27 -0.0310139  0.0592631  -0.523  0.60084
## Dat$HeightL:Dat$Column4:Dat$Row27         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row27         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row28 -0.0864583  0.0569228  -1.519  0.12904
## Dat$HeightM:Dat$Column2:Dat$Row28 -0.0665972  0.0569228  -1.170  0.24223
## Dat$HeightL:Dat$Column3:Dat$Row28 -0.1129583  0.0569228  -1.984  0.04742
## Dat$HeightM:Dat$Column3:Dat$Row28 -0.0600972  0.0569228  -1.056  0.29127
## Dat$HeightL:Dat$Column4:Dat$Row28         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row28         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row29  0.0395417  0.0557158   0.710  0.47801
## Dat$HeightM:Dat$Column2:Dat$Row29  0.0212361  0.0569228   0.373  0.70916
## Dat$HeightL:Dat$Column3:Dat$Row29  0.0203750  0.0569228   0.358  0.72045
## Dat$HeightM:Dat$Column3:Dat$Row29  0.0045694  0.0592631   0.077  0.93855
## Dat$HeightL:Dat$Column4:Dat$Row29         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row29         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row3  -0.0561250  0.0569228  -0.986  0.32432
## Dat$HeightM:Dat$Column2:Dat$Row3  -0.0137639  0.0569228  -0.242  0.80897
## Dat$HeightL:Dat$Column3:Dat$Row3   0.0103750  0.0569228   0.182  0.85540
## Dat$HeightM:Dat$Column3:Dat$Row3  -0.0195139  0.0569228  -0.343  0.73179
## Dat$HeightL:Dat$Column4:Dat$Row3          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row3          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row30  0.0162917  0.0581047   0.280  0.77923
## Dat$HeightM:Dat$Column2:Dat$Row30  0.0310694  0.0592631   0.524  0.60018
## Dat$HeightL:Dat$Column3:Dat$Row30  0.0572917  0.0569228   1.006  0.31437
## Dat$HeightM:Dat$Column3:Dat$Row30  0.0393194  0.0581047   0.677  0.49872
## Dat$HeightL:Dat$Column4:Dat$Row30         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row30         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row31  0.0048452  0.0522066   0.093  0.92607
## Dat$HeightM:Dat$Column2:Dat$Row31  0.0376111  0.0525773   0.715  0.47452
## Dat$HeightL:Dat$Column3:Dat$Row31  0.0838452  0.0522066   1.606  0.10851
## Dat$HeightM:Dat$Column3:Dat$Row31  0.0141111  0.0525773   0.268  0.78844
## Dat$HeightL:Dat$Column4:Dat$Row31         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row31         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row32 -0.0529583  0.0569228  -0.930  0.35236
## Dat$HeightM:Dat$Column2:Dat$Row32 -0.0195972  0.0569228  -0.344  0.73069
## Dat$HeightL:Dat$Column3:Dat$Row32 -0.0820417  0.0569228  -1.441  0.14974
## Dat$HeightM:Dat$Column3:Dat$Row32 -0.0984306  0.0569228  -1.729  0.08401
## Dat$HeightL:Dat$Column4:Dat$Row32 -0.0339333  0.0579485  -0.586  0.55826
## Dat$HeightM:Dat$Column4:Dat$Row32 -0.0435476  0.0573759  -0.759  0.44800
## Dat$HeightL:Dat$Column2:Dat$Row33 -0.0873750  0.0569228  -1.535  0.12503
## Dat$HeightM:Dat$Column2:Dat$Row33 -0.0885139  0.0569228  -1.555  0.12019
## Dat$HeightL:Dat$Column3:Dat$Row33  0.0045417  0.0569228   0.080  0.93642
## Dat$HeightM:Dat$Column3:Dat$Row33 -0.0123472  0.0569228  -0.217  0.82831
## Dat$HeightL:Dat$Column4:Dat$Row33         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row33         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row34  0.0269583  0.0569228   0.474  0.63587
## Dat$HeightM:Dat$Column2:Dat$Row34 -0.0054306  0.0569228  -0.095  0.92401
## Dat$HeightL:Dat$Column3:Dat$Row34 -0.0210417  0.0569228  -0.370  0.71170
## Dat$HeightM:Dat$Column3:Dat$Row34 -0.0431806  0.0569228  -0.759  0.44824
## Dat$HeightL:Dat$Column4:Dat$Row34 -0.0334333  0.0579485  -0.577  0.56407
## Dat$HeightM:Dat$Column4:Dat$Row34 -0.0090476  0.0573759  -0.158  0.87473
## Dat$HeightL:Dat$Column2:Dat$Row35  0.0412917  0.0557158   0.741  0.45876
## Dat$HeightM:Dat$Column2:Dat$Row35  0.0446528  0.0557158   0.801  0.42302
## Dat$HeightL:Dat$Column3:Dat$Row35  0.0772917  0.0557158   1.387  0.16560
## Dat$HeightM:Dat$Column3:Dat$Row35  0.0554028  0.0557158   0.994  0.32022
## Dat$HeightL:Dat$Column4:Dat$Row35  0.0100667  0.0567634   0.177  0.85927
## Dat$HeightM:Dat$Column4:Dat$Row35 -0.0262976  0.0561787  -0.468  0.63979
## Dat$HeightL:Dat$Column2:Dat$Row36 -0.0405417  0.0581047  -0.698  0.48547
## Dat$HeightM:Dat$Column2:Dat$Row36 -0.0030139  0.0569228  -0.053  0.95778
## Dat$HeightL:Dat$Column3:Dat$Row36 -0.0691250  0.0581047  -1.190  0.23439
## Dat$HeightM:Dat$Column3:Dat$Row36 -0.0650972  0.0569228  -1.144  0.25300
## Dat$HeightL:Dat$Column4:Dat$Row36         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row36         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row37 -0.0014583  0.0581047  -0.025  0.97998
## Dat$HeightM:Dat$Column2:Dat$Row37 -0.0490139  0.0569228  -0.861  0.38936
## Dat$HeightL:Dat$Column3:Dat$Row37  0.0175417  0.0581047   0.302  0.76278
## Dat$HeightM:Dat$Column3:Dat$Row37 -0.0525139  0.0569228  -0.923  0.35641
## Dat$HeightL:Dat$Column4:Dat$Row37         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row37         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row38 -0.0467083  0.0581047  -0.804  0.42162
## Dat$HeightM:Dat$Column2:Dat$Row38 -0.1388472  0.0592631  -2.343  0.01928
## Dat$HeightL:Dat$Column3:Dat$Row38  0.0097083  0.0592631   0.164  0.86990
## Dat$HeightM:Dat$Column3:Dat$Row38 -0.0988472  0.0603992  -1.637  0.10196
## Dat$HeightL:Dat$Column4:Dat$Row38         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row38         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row39 -0.0482917  0.0569228  -0.848  0.39639
## Dat$HeightM:Dat$Column2:Dat$Row39 -0.0319306  0.0569228  -0.561  0.57493
## Dat$HeightL:Dat$Column3:Dat$Row39 -0.0521250  0.0569228  -0.916  0.35999
## Dat$HeightM:Dat$Column3:Dat$Row39 -0.0632639  0.0569228  -1.111  0.26660
## Dat$HeightL:Dat$Column4:Dat$Row39         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row39         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row4  -0.0302917  0.0557158  -0.544  0.58675
## Dat$HeightM:Dat$Column2:Dat$Row4  -0.0706806  0.0569228  -1.242  0.21457
## Dat$HeightL:Dat$Column3:Dat$Row4   0.0017917  0.0557158   0.032  0.97435
## Dat$HeightM:Dat$Column3:Dat$Row4  -0.1005972  0.0569228  -1.767  0.07742
## Dat$HeightL:Dat$Column4:Dat$Row4          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row4          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row40 -0.0112083  0.0569228  -0.197  0.84393
## Dat$HeightM:Dat$Column2:Dat$Row40  0.0529028  0.0569228   0.929  0.35286
## Dat$HeightL:Dat$Column3:Dat$Row40 -0.0725417  0.0569228  -1.274  0.20275
## Dat$HeightM:Dat$Column3:Dat$Row40 -0.0294306  0.0569228  -0.517  0.60523
## Dat$HeightL:Dat$Column4:Dat$Row40         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row40         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row41 -0.1230060  0.0541245  -2.273  0.02321
## Dat$HeightM:Dat$Column2:Dat$Row41 -0.0775972  0.0544821  -1.424  0.15461
## Dat$HeightL:Dat$Column3:Dat$Row41 -0.0660060  0.0541245  -1.220  0.22287
## Dat$HeightM:Dat$Column3:Dat$Row41 -0.0345972  0.0544821  -0.635  0.52553
## Dat$HeightL:Dat$Column4:Dat$Row41 -0.0729810  0.0587805  -1.242  0.21461
## Dat$HeightM:Dat$Column4:Dat$Row41 -0.0512976  0.0585487  -0.876  0.38111
## Dat$HeightL:Dat$Column2:Dat$Row42 -0.0598750  0.0581047  -1.030  0.30298
## Dat$HeightM:Dat$Column2:Dat$Row42  0.0170528  0.0562017   0.303  0.76162
## Dat$HeightL:Dat$Column3:Dat$Row42 -0.1101250  0.0581047  -1.895  0.05827
## Dat$HeightM:Dat$Column3:Dat$Row42 -0.0409472  0.0562017  -0.729  0.46639
## Dat$HeightL:Dat$Column4:Dat$Row42         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row42         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row43 -0.0454583  0.0569228  -0.799  0.42467
## Dat$HeightM:Dat$Column2:Dat$Row43  0.0139028  0.0569228   0.244  0.80708
## Dat$HeightL:Dat$Column3:Dat$Row43  0.0495417  0.0592631   0.836  0.40333
## Dat$HeightM:Dat$Column3:Dat$Row43  0.0164028  0.0603992   0.272  0.78599
## Dat$HeightL:Dat$Column4:Dat$Row43         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row43         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row44  0.0234583  0.0592631   0.396  0.69229
## Dat$HeightM:Dat$Column2:Dat$Row44  0.0453194  0.0592631   0.765  0.44458
## Dat$HeightL:Dat$Column3:Dat$Row44 -0.0163750  0.0592631  -0.276  0.78235
## Dat$HeightM:Dat$Column3:Dat$Row44 -0.0250139  0.0592631  -0.422  0.67303
## Dat$HeightL:Dat$Column4:Dat$Row44         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row44         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row45 -0.0554583  0.0569228  -0.974  0.33010
## Dat$HeightM:Dat$Column2:Dat$Row45  0.0566528  0.0569228   0.995  0.31980
## Dat$HeightL:Dat$Column3:Dat$Row45 -0.0379583  0.0569228  -0.667  0.50499
## Dat$HeightM:Dat$Column3:Dat$Row45  0.0149861  0.0581047   0.258  0.79651
## Dat$HeightL:Dat$Column4:Dat$Row45 -0.0651000  0.0579485  -1.123  0.26147
## Dat$HeightM:Dat$Column4:Dat$Row45  0.0060357  0.0573759   0.105  0.91624
## Dat$HeightL:Dat$Column2:Dat$Row46  0.0095417  0.0603992   0.158  0.87450
## Dat$HeightM:Dat$Column2:Dat$Row46  0.0162194  0.0585708   0.277  0.78188
## Dat$HeightL:Dat$Column3:Dat$Row46  0.0631250  0.0603992   1.045  0.29616
## Dat$HeightM:Dat$Column3:Dat$Row46  0.0630528  0.0585708   1.077  0.28189
## Dat$HeightL:Dat$Column4:Dat$Row46  0.0770667  0.0613669   1.256  0.20940
## Dat$HeightM:Dat$Column4:Dat$Row46  0.0307690  0.0590113   0.521  0.60217
## Dat$HeightL:Dat$Column2:Dat$Row47 -0.0609583  0.0569228  -1.071  0.28441
## Dat$HeightM:Dat$Column2:Dat$Row47  0.0101528  0.0569228   0.178  0.85847
## Dat$HeightL:Dat$Column3:Dat$Row47  0.0365417  0.0557158   0.656  0.51203
## Dat$HeightM:Dat$Column3:Dat$Row47  0.0259861  0.0569228   0.457  0.64810
## Dat$HeightL:Dat$Column4:Dat$Row47  0.0057333  0.0591099   0.097  0.92275
## Dat$HeightM:Dat$Column4:Dat$Row47  0.0140357  0.0573759   0.245  0.80678
## Dat$HeightL:Dat$Column2:Dat$Row48 -0.0222917  0.0592631  -0.376  0.70687
## Dat$HeightM:Dat$Column2:Dat$Row48 -0.0404306  0.0592631  -0.682  0.49522
## Dat$HeightL:Dat$Column3:Dat$Row48 -0.0377417  0.0549789  -0.686  0.49253
## Dat$HeightM:Dat$Column3:Dat$Row48 -0.0682639  0.0569228  -1.199  0.23065
## Dat$HeightL:Dat$Column4:Dat$Row48         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row48         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row49 -0.0830417  0.0569228  -1.459  0.14485
## Dat$HeightM:Dat$Column2:Dat$Row49 -0.0199306  0.0569228  -0.350  0.72630
## Dat$HeightL:Dat$Column3:Dat$Row49 -0.0735417  0.0569228  -1.292  0.19660
## Dat$HeightM:Dat$Column3:Dat$Row49 -0.0699306  0.0569228  -1.229  0.21947
## Dat$HeightL:Dat$Column4:Dat$Row49 -0.0811000  0.0579485  -1.400  0.16189
## Dat$HeightM:Dat$Column4:Dat$Row49  0.0067857  0.0573759   0.118  0.90587
## Dat$HeightL:Dat$Column2:Dat$Row5   0.0352083  0.0581047   0.606  0.54466
## Dat$HeightM:Dat$Column2:Dat$Row5  -0.0220972  0.0569228  -0.388  0.69793
## Dat$HeightL:Dat$Column3:Dat$Row5   0.0277917  0.0581047   0.478  0.63251
## Dat$HeightM:Dat$Column3:Dat$Row5  -0.0732639  0.0569228  -1.287  0.19830
## Dat$HeightL:Dat$Column4:Dat$Row5          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row5          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row50  0.0069750  0.0515326   0.135  0.89235
## Dat$HeightM:Dat$Column2:Dat$Row50  0.0394504  0.0522066   0.756  0.44999
## Dat$HeightL:Dat$Column3:Dat$Row50  0.0133917  0.0515326   0.260  0.79501
## Dat$HeightM:Dat$Column3:Dat$Row50  0.0036171  0.0522066   0.069  0.94477
## Dat$HeightL:Dat$Column4:Dat$Row50         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row50         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row6   0.0130417  0.0569228   0.229  0.81882
## Dat$HeightM:Dat$Column2:Dat$Row6  -0.0045972  0.0569228  -0.081  0.93564
## Dat$HeightL:Dat$Column3:Dat$Row6  -0.0543750  0.0569228  -0.955  0.33963
## Dat$HeightM:Dat$Column3:Dat$Row6  -0.1042639  0.0569228  -1.832  0.06723
## Dat$HeightL:Dat$Column4:Dat$Row6          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row6          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row7  -0.0152083  0.0569228  -0.267  0.78938
## Dat$HeightM:Dat$Column2:Dat$Row7   0.0061528  0.0569228   0.108  0.91394
## Dat$HeightL:Dat$Column3:Dat$Row7   0.0267083  0.0569228   0.469  0.63900
## Dat$HeightM:Dat$Column3:Dat$Row7  -0.0416806  0.0569228  -0.732  0.46416
## Dat$HeightL:Dat$Column4:Dat$Row7          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row7          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row8  -0.1012083  0.0569228  -1.778  0.07564
## Dat$HeightM:Dat$Column2:Dat$Row8  -0.0555972  0.0569228  -0.977  0.32889
## Dat$HeightL:Dat$Column3:Dat$Row8  -0.0634583  0.0569228  -1.115  0.26513
## Dat$HeightM:Dat$Column3:Dat$Row8  -0.0478472  0.0569228  -0.841  0.40075
## Dat$HeightL:Dat$Column4:Dat$Row8          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row8          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row9  -0.1150417  0.0569228  -2.021  0.04348
## Dat$HeightM:Dat$Column2:Dat$Row9  -0.0501806  0.0569228  -0.882  0.37818
## Dat$HeightL:Dat$Column3:Dat$Row9  -0.0382917  0.0557158  -0.687  0.49204
## Dat$HeightM:Dat$Column3:Dat$Row9  -0.0401806  0.0557158  -0.721  0.47093
## Dat$HeightL:Dat$Column4:Dat$Row9          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row9          NA         NA      NA       NA
##                                     
## (Intercept)                         
## Dat$HeightL                         
## Dat$HeightM                         
## Dat$Column2                         
## Dat$Column3                         
## Dat$Column4                       * 
## Dat$Row10                           
## Dat$Row11                           
## Dat$Row12                           
## Dat$Row13                         **
## Dat$Row14                           
## Dat$Row15                           
## Dat$Row16                           
## Dat$Row17                           
## Dat$Row18                           
## Dat$Row19                           
## Dat$Row2                            
## Dat$Row20                           
## Dat$Row21                           
## Dat$Row22                           
## Dat$Row23                         . 
## Dat$Row24                           
## Dat$Row25                           
## Dat$Row26                           
## Dat$Row27                           
## Dat$Row28                         **
## Dat$Row29                           
## Dat$Row3                            
## Dat$Row30                           
## Dat$Row31                           
## Dat$Row32                           
## Dat$Row33                         * 
## Dat$Row34                           
## Dat$Row35                           
## Dat$Row36                           
## Dat$Row37                           
## Dat$Row38                           
## Dat$Row39                           
## Dat$Row4                            
## Dat$Row40                           
## Dat$Row41                           
## Dat$Row42                           
## Dat$Row43                           
## Dat$Row44                           
## Dat$Row45                           
## Dat$Row46                           
## Dat$Row47                           
## Dat$Row48                           
## Dat$Row49                           
## Dat$Row5                            
## Dat$Row50                           
## Dat$Row6                            
## Dat$Row7                          . 
## Dat$Row8                            
## Dat$Row9                            
## Dat$HeightL:Dat$Column2             
## Dat$HeightM:Dat$Column2             
## Dat$HeightL:Dat$Column3             
## Dat$HeightM:Dat$Column3             
## Dat$HeightL:Dat$Column4             
## Dat$HeightM:Dat$Column4             
## Dat$HeightL:Dat$Row10               
## Dat$HeightM:Dat$Row10               
## Dat$HeightL:Dat$Row11               
## Dat$HeightM:Dat$Row11               
## Dat$HeightL:Dat$Row12               
## Dat$HeightM:Dat$Row12             . 
## Dat$HeightL:Dat$Row13               
## Dat$HeightM:Dat$Row13             * 
## Dat$HeightL:Dat$Row14               
## Dat$HeightM:Dat$Row14               
## Dat$HeightL:Dat$Row15               
## Dat$HeightM:Dat$Row15               
## Dat$HeightL:Dat$Row16               
## Dat$HeightM:Dat$Row16               
## Dat$HeightL:Dat$Row17               
## Dat$HeightM:Dat$Row17               
## Dat$HeightL:Dat$Row18             . 
## Dat$HeightM:Dat$Row18             . 
## Dat$HeightL:Dat$Row19               
## Dat$HeightM:Dat$Row19               
## Dat$HeightL:Dat$Row2                
## Dat$HeightM:Dat$Row2                
## Dat$HeightL:Dat$Row20               
## Dat$HeightM:Dat$Row20               
## Dat$HeightL:Dat$Row21               
## Dat$HeightM:Dat$Row21               
## Dat$HeightL:Dat$Row22               
## Dat$HeightM:Dat$Row22             * 
## Dat$HeightL:Dat$Row23               
## Dat$HeightM:Dat$Row23             . 
## Dat$HeightL:Dat$Row24               
## Dat$HeightM:Dat$Row24               
## Dat$HeightL:Dat$Row25               
## Dat$HeightM:Dat$Row25               
## Dat$HeightL:Dat$Row26               
## Dat$HeightM:Dat$Row26               
## Dat$HeightL:Dat$Row27               
## Dat$HeightM:Dat$Row27               
## Dat$HeightL:Dat$Row28             * 
## Dat$HeightM:Dat$Row28               
## Dat$HeightL:Dat$Row29             . 
## Dat$HeightM:Dat$Row29               
## Dat$HeightL:Dat$Row3                
## Dat$HeightM:Dat$Row3                
## Dat$HeightL:Dat$Row30               
## Dat$HeightM:Dat$Row30               
## Dat$HeightL:Dat$Row31               
## Dat$HeightM:Dat$Row31               
## Dat$HeightL:Dat$Row32               
## Dat$HeightM:Dat$Row32               
## Dat$HeightL:Dat$Row33               
## Dat$HeightM:Dat$Row33               
## Dat$HeightL:Dat$Row34               
## Dat$HeightM:Dat$Row34               
## Dat$HeightL:Dat$Row35             . 
## Dat$HeightM:Dat$Row35               
## Dat$HeightL:Dat$Row36             . 
## Dat$HeightM:Dat$Row36               
## Dat$HeightL:Dat$Row37               
## Dat$HeightM:Dat$Row37               
## Dat$HeightL:Dat$Row38               
## Dat$HeightM:Dat$Row38             * 
## Dat$HeightL:Dat$Row39               
## Dat$HeightM:Dat$Row39               
## Dat$HeightL:Dat$Row4                
## Dat$HeightM:Dat$Row4                
## Dat$HeightL:Dat$Row40               
## Dat$HeightM:Dat$Row40               
## Dat$HeightL:Dat$Row41               
## Dat$HeightM:Dat$Row41               
## Dat$HeightL:Dat$Row42             . 
## Dat$HeightM:Dat$Row42               
## Dat$HeightL:Dat$Row43               
## Dat$HeightM:Dat$Row43               
## Dat$HeightL:Dat$Row44               
## Dat$HeightM:Dat$Row44               
## Dat$HeightL:Dat$Row45               
## Dat$HeightM:Dat$Row45               
## Dat$HeightL:Dat$Row46               
## Dat$HeightM:Dat$Row46             . 
## Dat$HeightL:Dat$Row47               
## Dat$HeightM:Dat$Row47               
## Dat$HeightL:Dat$Row48               
## Dat$HeightM:Dat$Row48               
## Dat$HeightL:Dat$Row49               
## Dat$HeightM:Dat$Row49               
## Dat$HeightL:Dat$Row5                
## Dat$HeightM:Dat$Row5                
## Dat$HeightL:Dat$Row50               
## Dat$HeightM:Dat$Row50               
## Dat$HeightL:Dat$Row6                
## Dat$HeightM:Dat$Row6                
## Dat$HeightL:Dat$Row7                
## Dat$HeightM:Dat$Row7                
## Dat$HeightL:Dat$Row8                
## Dat$HeightM:Dat$Row8                
## Dat$HeightL:Dat$Row9                
## Dat$HeightM:Dat$Row9                
## Dat$Column2:Dat$Row10               
## Dat$Column3:Dat$Row10               
## Dat$Column4:Dat$Row10               
## Dat$Column2:Dat$Row11               
## Dat$Column3:Dat$Row11               
## Dat$Column4:Dat$Row11               
## Dat$Column2:Dat$Row12             . 
## Dat$Column3:Dat$Row12               
## Dat$Column4:Dat$Row12               
## Dat$Column2:Dat$Row13             . 
## Dat$Column3:Dat$Row13             * 
## Dat$Column4:Dat$Row13               
## Dat$Column2:Dat$Row14               
## Dat$Column3:Dat$Row14               
## Dat$Column4:Dat$Row14               
## Dat$Column2:Dat$Row15               
## Dat$Column3:Dat$Row15               
## Dat$Column4:Dat$Row15               
## Dat$Column2:Dat$Row16               
## Dat$Column3:Dat$Row16               
## Dat$Column4:Dat$Row16               
## Dat$Column2:Dat$Row17               
## Dat$Column3:Dat$Row17               
## Dat$Column4:Dat$Row17               
## Dat$Column2:Dat$Row18               
## Dat$Column3:Dat$Row18               
## Dat$Column4:Dat$Row18               
## Dat$Column2:Dat$Row19             . 
## Dat$Column3:Dat$Row19               
## Dat$Column4:Dat$Row19               
## Dat$Column2:Dat$Row2                
## Dat$Column3:Dat$Row2              * 
## Dat$Column4:Dat$Row2                
## Dat$Column2:Dat$Row20               
## Dat$Column3:Dat$Row20               
## Dat$Column4:Dat$Row20               
## Dat$Column2:Dat$Row21               
## Dat$Column3:Dat$Row21               
## Dat$Column4:Dat$Row21               
## Dat$Column2:Dat$Row22               
## Dat$Column3:Dat$Row22               
## Dat$Column4:Dat$Row22               
## Dat$Column2:Dat$Row23               
## Dat$Column3:Dat$Row23             **
## Dat$Column4:Dat$Row23               
## Dat$Column2:Dat$Row24               
## Dat$Column3:Dat$Row24               
## Dat$Column4:Dat$Row24               
## Dat$Column2:Dat$Row25               
## Dat$Column3:Dat$Row25               
## Dat$Column4:Dat$Row25               
## Dat$Column2:Dat$Row26               
## Dat$Column3:Dat$Row26               
## Dat$Column4:Dat$Row26               
## Dat$Column2:Dat$Row27               
## Dat$Column3:Dat$Row27               
## Dat$Column4:Dat$Row27               
## Dat$Column2:Dat$Row28             **
## Dat$Column3:Dat$Row28             **
## Dat$Column4:Dat$Row28               
## Dat$Column2:Dat$Row29               
## Dat$Column3:Dat$Row29               
## Dat$Column4:Dat$Row29               
## Dat$Column2:Dat$Row3                
## Dat$Column3:Dat$Row3                
## Dat$Column4:Dat$Row3                
## Dat$Column2:Dat$Row30               
## Dat$Column3:Dat$Row30               
## Dat$Column4:Dat$Row30               
## Dat$Column2:Dat$Row31               
## Dat$Column3:Dat$Row31               
## Dat$Column4:Dat$Row31               
## Dat$Column2:Dat$Row32               
## Dat$Column3:Dat$Row32             * 
## Dat$Column4:Dat$Row32               
## Dat$Column2:Dat$Row33             * 
## Dat$Column3:Dat$Row33               
## Dat$Column4:Dat$Row33               
## Dat$Column2:Dat$Row34               
## Dat$Column3:Dat$Row34               
## Dat$Column4:Dat$Row34               
## Dat$Column2:Dat$Row35               
## Dat$Column3:Dat$Row35               
## Dat$Column4:Dat$Row35               
## Dat$Column2:Dat$Row36               
## Dat$Column3:Dat$Row36               
## Dat$Column4:Dat$Row36               
## Dat$Column2:Dat$Row37               
## Dat$Column3:Dat$Row37               
## Dat$Column4:Dat$Row37               
## Dat$Column2:Dat$Row38               
## Dat$Column3:Dat$Row38               
## Dat$Column4:Dat$Row38               
## Dat$Column2:Dat$Row39               
## Dat$Column3:Dat$Row39               
## Dat$Column4:Dat$Row39               
## Dat$Column2:Dat$Row4              * 
## Dat$Column3:Dat$Row4                
## Dat$Column4:Dat$Row4                
## Dat$Column2:Dat$Row40               
## Dat$Column3:Dat$Row40               
## Dat$Column4:Dat$Row40               
## Dat$Column2:Dat$Row41             . 
## Dat$Column3:Dat$Row41               
## Dat$Column4:Dat$Row41               
## Dat$Column2:Dat$Row42               
## Dat$Column3:Dat$Row42               
## Dat$Column4:Dat$Row42               
## Dat$Column2:Dat$Row43               
## Dat$Column3:Dat$Row43               
## Dat$Column4:Dat$Row43               
## Dat$Column2:Dat$Row44               
## Dat$Column3:Dat$Row44               
## Dat$Column4:Dat$Row44               
## Dat$Column2:Dat$Row45               
## Dat$Column3:Dat$Row45               
## Dat$Column4:Dat$Row45               
## Dat$Column2:Dat$Row46               
## Dat$Column3:Dat$Row46               
## Dat$Column4:Dat$Row46             . 
## Dat$Column2:Dat$Row47               
## Dat$Column3:Dat$Row47               
## Dat$Column4:Dat$Row47             . 
## Dat$Column2:Dat$Row48               
## Dat$Column3:Dat$Row48               
## Dat$Column4:Dat$Row48               
## Dat$Column2:Dat$Row49             * 
## Dat$Column3:Dat$Row49             . 
## Dat$Column4:Dat$Row49               
## Dat$Column2:Dat$Row5                
## Dat$Column3:Dat$Row5                
## Dat$Column4:Dat$Row5                
## Dat$Column2:Dat$Row50               
## Dat$Column3:Dat$Row50               
## Dat$Column4:Dat$Row50               
## Dat$Column2:Dat$Row6                
## Dat$Column3:Dat$Row6                
## Dat$Column4:Dat$Row6                
## Dat$Column2:Dat$Row7                
## Dat$Column3:Dat$Row7                
## Dat$Column4:Dat$Row7                
## Dat$Column2:Dat$Row8                
## Dat$Column3:Dat$Row8                
## Dat$Column4:Dat$Row8                
## Dat$Column2:Dat$Row9              * 
## Dat$Column3:Dat$Row9                
## Dat$Column4:Dat$Row9                
## Dat$HeightL:Dat$Column2:Dat$Row10   
## Dat$HeightM:Dat$Column2:Dat$Row10   
## Dat$HeightL:Dat$Column3:Dat$Row10   
## Dat$HeightM:Dat$Column3:Dat$Row10   
## Dat$HeightL:Dat$Column4:Dat$Row10   
## Dat$HeightM:Dat$Column4:Dat$Row10   
## Dat$HeightL:Dat$Column2:Dat$Row11   
## Dat$HeightM:Dat$Column2:Dat$Row11   
## Dat$HeightL:Dat$Column3:Dat$Row11   
## Dat$HeightM:Dat$Column3:Dat$Row11   
## Dat$HeightL:Dat$Column4:Dat$Row11   
## Dat$HeightM:Dat$Column4:Dat$Row11   
## Dat$HeightL:Dat$Column2:Dat$Row12 **
## Dat$HeightM:Dat$Column2:Dat$Row12 * 
## Dat$HeightL:Dat$Column3:Dat$Row12   
## Dat$HeightM:Dat$Column3:Dat$Row12 * 
## Dat$HeightL:Dat$Column4:Dat$Row12   
## Dat$HeightM:Dat$Column4:Dat$Row12   
## Dat$HeightL:Dat$Column2:Dat$Row13   
## Dat$HeightM:Dat$Column2:Dat$Row13 . 
## Dat$HeightL:Dat$Column3:Dat$Row13   
## Dat$HeightM:Dat$Column3:Dat$Row13   
## Dat$HeightL:Dat$Column4:Dat$Row13   
## Dat$HeightM:Dat$Column4:Dat$Row13   
## Dat$HeightL:Dat$Column2:Dat$Row14   
## Dat$HeightM:Dat$Column2:Dat$Row14   
## Dat$HeightL:Dat$Column3:Dat$Row14   
## Dat$HeightM:Dat$Column3:Dat$Row14   
## Dat$HeightL:Dat$Column4:Dat$Row14   
## Dat$HeightM:Dat$Column4:Dat$Row14   
## Dat$HeightL:Dat$Column2:Dat$Row15   
## Dat$HeightM:Dat$Column2:Dat$Row15   
## Dat$HeightL:Dat$Column3:Dat$Row15   
## Dat$HeightM:Dat$Column3:Dat$Row15   
## Dat$HeightL:Dat$Column4:Dat$Row15   
## Dat$HeightM:Dat$Column4:Dat$Row15   
## Dat$HeightL:Dat$Column2:Dat$Row16   
## Dat$HeightM:Dat$Column2:Dat$Row16   
## Dat$HeightL:Dat$Column3:Dat$Row16   
## Dat$HeightM:Dat$Column3:Dat$Row16   
## Dat$HeightL:Dat$Column4:Dat$Row16   
## Dat$HeightM:Dat$Column4:Dat$Row16   
## Dat$HeightL:Dat$Column2:Dat$Row17   
## Dat$HeightM:Dat$Column2:Dat$Row17   
## Dat$HeightL:Dat$Column3:Dat$Row17   
## Dat$HeightM:Dat$Column3:Dat$Row17   
## Dat$HeightL:Dat$Column4:Dat$Row17   
## Dat$HeightM:Dat$Column4:Dat$Row17   
## Dat$HeightL:Dat$Column2:Dat$Row18   
## Dat$HeightM:Dat$Column2:Dat$Row18   
## Dat$HeightL:Dat$Column3:Dat$Row18   
## Dat$HeightM:Dat$Column3:Dat$Row18   
## Dat$HeightL:Dat$Column4:Dat$Row18   
## Dat$HeightM:Dat$Column4:Dat$Row18   
## Dat$HeightL:Dat$Column2:Dat$Row19 * 
## Dat$HeightM:Dat$Column2:Dat$Row19   
## Dat$HeightL:Dat$Column3:Dat$Row19   
## Dat$HeightM:Dat$Column3:Dat$Row19   
## Dat$HeightL:Dat$Column4:Dat$Row19   
## Dat$HeightM:Dat$Column4:Dat$Row19   
## Dat$HeightL:Dat$Column2:Dat$Row2    
## Dat$HeightM:Dat$Column2:Dat$Row2    
## Dat$HeightL:Dat$Column3:Dat$Row2  . 
## Dat$HeightM:Dat$Column3:Dat$Row2  * 
## Dat$HeightL:Dat$Column4:Dat$Row2    
## Dat$HeightM:Dat$Column4:Dat$Row2    
## Dat$HeightL:Dat$Column2:Dat$Row20   
## Dat$HeightM:Dat$Column2:Dat$Row20   
## Dat$HeightL:Dat$Column3:Dat$Row20   
## Dat$HeightM:Dat$Column3:Dat$Row20   
## Dat$HeightL:Dat$Column4:Dat$Row20   
## Dat$HeightM:Dat$Column4:Dat$Row20   
## Dat$HeightL:Dat$Column2:Dat$Row21   
## Dat$HeightM:Dat$Column2:Dat$Row21   
## Dat$HeightL:Dat$Column3:Dat$Row21   
## Dat$HeightM:Dat$Column3:Dat$Row21   
## Dat$HeightL:Dat$Column4:Dat$Row21   
## Dat$HeightM:Dat$Column4:Dat$Row21   
## Dat$HeightL:Dat$Column2:Dat$Row22   
## Dat$HeightM:Dat$Column2:Dat$Row22   
## Dat$HeightL:Dat$Column3:Dat$Row22   
## Dat$HeightM:Dat$Column3:Dat$Row22 . 
## Dat$HeightL:Dat$Column4:Dat$Row22   
## Dat$HeightM:Dat$Column4:Dat$Row22   
## Dat$HeightL:Dat$Column2:Dat$Row23   
## Dat$HeightM:Dat$Column2:Dat$Row23   
## Dat$HeightL:Dat$Column3:Dat$Row23 . 
## Dat$HeightM:Dat$Column3:Dat$Row23 **
## Dat$HeightL:Dat$Column4:Dat$Row23   
## Dat$HeightM:Dat$Column4:Dat$Row23   
## Dat$HeightL:Dat$Column2:Dat$Row24   
## Dat$HeightM:Dat$Column2:Dat$Row24   
## Dat$HeightL:Dat$Column3:Dat$Row24   
## Dat$HeightM:Dat$Column3:Dat$Row24   
## Dat$HeightL:Dat$Column4:Dat$Row24   
## Dat$HeightM:Dat$Column4:Dat$Row24   
## Dat$HeightL:Dat$Column2:Dat$Row25   
## Dat$HeightM:Dat$Column2:Dat$Row25   
## Dat$HeightL:Dat$Column3:Dat$Row25   
## Dat$HeightM:Dat$Column3:Dat$Row25   
## Dat$HeightL:Dat$Column4:Dat$Row25   
## Dat$HeightM:Dat$Column4:Dat$Row25   
## Dat$HeightL:Dat$Column2:Dat$Row26   
## Dat$HeightM:Dat$Column2:Dat$Row26   
## Dat$HeightL:Dat$Column3:Dat$Row26   
## Dat$HeightM:Dat$Column3:Dat$Row26   
## Dat$HeightL:Dat$Column4:Dat$Row26   
## Dat$HeightM:Dat$Column4:Dat$Row26   
## Dat$HeightL:Dat$Column2:Dat$Row27   
## Dat$HeightM:Dat$Column2:Dat$Row27   
## Dat$HeightL:Dat$Column3:Dat$Row27   
## Dat$HeightM:Dat$Column3:Dat$Row27   
## Dat$HeightL:Dat$Column4:Dat$Row27   
## Dat$HeightM:Dat$Column4:Dat$Row27   
## Dat$HeightL:Dat$Column2:Dat$Row28   
## Dat$HeightM:Dat$Column2:Dat$Row28   
## Dat$HeightL:Dat$Column3:Dat$Row28 * 
## Dat$HeightM:Dat$Column3:Dat$Row28   
## Dat$HeightL:Dat$Column4:Dat$Row28   
## Dat$HeightM:Dat$Column4:Dat$Row28   
## Dat$HeightL:Dat$Column2:Dat$Row29   
## Dat$HeightM:Dat$Column2:Dat$Row29   
## Dat$HeightL:Dat$Column3:Dat$Row29   
## Dat$HeightM:Dat$Column3:Dat$Row29   
## Dat$HeightL:Dat$Column4:Dat$Row29   
## Dat$HeightM:Dat$Column4:Dat$Row29   
## Dat$HeightL:Dat$Column2:Dat$Row3    
## Dat$HeightM:Dat$Column2:Dat$Row3    
## Dat$HeightL:Dat$Column3:Dat$Row3    
## Dat$HeightM:Dat$Column3:Dat$Row3    
## Dat$HeightL:Dat$Column4:Dat$Row3    
## Dat$HeightM:Dat$Column4:Dat$Row3    
## Dat$HeightL:Dat$Column2:Dat$Row30   
## Dat$HeightM:Dat$Column2:Dat$Row30   
## Dat$HeightL:Dat$Column3:Dat$Row30   
## Dat$HeightM:Dat$Column3:Dat$Row30   
## Dat$HeightL:Dat$Column4:Dat$Row30   
## Dat$HeightM:Dat$Column4:Dat$Row30   
## Dat$HeightL:Dat$Column2:Dat$Row31   
## Dat$HeightM:Dat$Column2:Dat$Row31   
## Dat$HeightL:Dat$Column3:Dat$Row31   
## Dat$HeightM:Dat$Column3:Dat$Row31   
## Dat$HeightL:Dat$Column4:Dat$Row31   
## Dat$HeightM:Dat$Column4:Dat$Row31   
## Dat$HeightL:Dat$Column2:Dat$Row32   
## Dat$HeightM:Dat$Column2:Dat$Row32   
## Dat$HeightL:Dat$Column3:Dat$Row32   
## Dat$HeightM:Dat$Column3:Dat$Row32 . 
## Dat$HeightL:Dat$Column4:Dat$Row32   
## Dat$HeightM:Dat$Column4:Dat$Row32   
## Dat$HeightL:Dat$Column2:Dat$Row33   
## Dat$HeightM:Dat$Column2:Dat$Row33   
## Dat$HeightL:Dat$Column3:Dat$Row33   
## Dat$HeightM:Dat$Column3:Dat$Row33   
## Dat$HeightL:Dat$Column4:Dat$Row33   
## Dat$HeightM:Dat$Column4:Dat$Row33   
## Dat$HeightL:Dat$Column2:Dat$Row34   
## Dat$HeightM:Dat$Column2:Dat$Row34   
## Dat$HeightL:Dat$Column3:Dat$Row34   
## Dat$HeightM:Dat$Column3:Dat$Row34   
## Dat$HeightL:Dat$Column4:Dat$Row34   
## Dat$HeightM:Dat$Column4:Dat$Row34   
## Dat$HeightL:Dat$Column2:Dat$Row35   
## Dat$HeightM:Dat$Column2:Dat$Row35   
## Dat$HeightL:Dat$Column3:Dat$Row35   
## Dat$HeightM:Dat$Column3:Dat$Row35   
## Dat$HeightL:Dat$Column4:Dat$Row35   
## Dat$HeightM:Dat$Column4:Dat$Row35   
## Dat$HeightL:Dat$Column2:Dat$Row36   
## Dat$HeightM:Dat$Column2:Dat$Row36   
## Dat$HeightL:Dat$Column3:Dat$Row36   
## Dat$HeightM:Dat$Column3:Dat$Row36   
## Dat$HeightL:Dat$Column4:Dat$Row36   
## Dat$HeightM:Dat$Column4:Dat$Row36   
## Dat$HeightL:Dat$Column2:Dat$Row37   
## Dat$HeightM:Dat$Column2:Dat$Row37   
## Dat$HeightL:Dat$Column3:Dat$Row37   
## Dat$HeightM:Dat$Column3:Dat$Row37   
## Dat$HeightL:Dat$Column4:Dat$Row37   
## Dat$HeightM:Dat$Column4:Dat$Row37   
## Dat$HeightL:Dat$Column2:Dat$Row38   
## Dat$HeightM:Dat$Column2:Dat$Row38 * 
## Dat$HeightL:Dat$Column3:Dat$Row38   
## Dat$HeightM:Dat$Column3:Dat$Row38   
## Dat$HeightL:Dat$Column4:Dat$Row38   
## Dat$HeightM:Dat$Column4:Dat$Row38   
## Dat$HeightL:Dat$Column2:Dat$Row39   
## Dat$HeightM:Dat$Column2:Dat$Row39   
## Dat$HeightL:Dat$Column3:Dat$Row39   
## Dat$HeightM:Dat$Column3:Dat$Row39   
## Dat$HeightL:Dat$Column4:Dat$Row39   
## Dat$HeightM:Dat$Column4:Dat$Row39   
## Dat$HeightL:Dat$Column2:Dat$Row4    
## Dat$HeightM:Dat$Column2:Dat$Row4    
## Dat$HeightL:Dat$Column3:Dat$Row4    
## Dat$HeightM:Dat$Column3:Dat$Row4  . 
## Dat$HeightL:Dat$Column4:Dat$Row4    
## Dat$HeightM:Dat$Column4:Dat$Row4    
## Dat$HeightL:Dat$Column2:Dat$Row40   
## Dat$HeightM:Dat$Column2:Dat$Row40   
## Dat$HeightL:Dat$Column3:Dat$Row40   
## Dat$HeightM:Dat$Column3:Dat$Row40   
## Dat$HeightL:Dat$Column4:Dat$Row40   
## Dat$HeightM:Dat$Column4:Dat$Row40   
## Dat$HeightL:Dat$Column2:Dat$Row41 * 
## Dat$HeightM:Dat$Column2:Dat$Row41   
## Dat$HeightL:Dat$Column3:Dat$Row41   
## Dat$HeightM:Dat$Column3:Dat$Row41   
## Dat$HeightL:Dat$Column4:Dat$Row41   
## Dat$HeightM:Dat$Column4:Dat$Row41   
## Dat$HeightL:Dat$Column2:Dat$Row42   
## Dat$HeightM:Dat$Column2:Dat$Row42   
## Dat$HeightL:Dat$Column3:Dat$Row42 . 
## Dat$HeightM:Dat$Column3:Dat$Row42   
## Dat$HeightL:Dat$Column4:Dat$Row42   
## Dat$HeightM:Dat$Column4:Dat$Row42   
## Dat$HeightL:Dat$Column2:Dat$Row43   
## Dat$HeightM:Dat$Column2:Dat$Row43   
## Dat$HeightL:Dat$Column3:Dat$Row43   
## Dat$HeightM:Dat$Column3:Dat$Row43   
## Dat$HeightL:Dat$Column4:Dat$Row43   
## Dat$HeightM:Dat$Column4:Dat$Row43   
## Dat$HeightL:Dat$Column2:Dat$Row44   
## Dat$HeightM:Dat$Column2:Dat$Row44   
## Dat$HeightL:Dat$Column3:Dat$Row44   
## Dat$HeightM:Dat$Column3:Dat$Row44   
## Dat$HeightL:Dat$Column4:Dat$Row44   
## Dat$HeightM:Dat$Column4:Dat$Row44   
## Dat$HeightL:Dat$Column2:Dat$Row45   
## Dat$HeightM:Dat$Column2:Dat$Row45   
## Dat$HeightL:Dat$Column3:Dat$Row45   
## Dat$HeightM:Dat$Column3:Dat$Row45   
## Dat$HeightL:Dat$Column4:Dat$Row45   
## Dat$HeightM:Dat$Column4:Dat$Row45   
## Dat$HeightL:Dat$Column2:Dat$Row46   
## Dat$HeightM:Dat$Column2:Dat$Row46   
## Dat$HeightL:Dat$Column3:Dat$Row46   
## Dat$HeightM:Dat$Column3:Dat$Row46   
## Dat$HeightL:Dat$Column4:Dat$Row46   
## Dat$HeightM:Dat$Column4:Dat$Row46   
## Dat$HeightL:Dat$Column2:Dat$Row47   
## Dat$HeightM:Dat$Column2:Dat$Row47   
## Dat$HeightL:Dat$Column3:Dat$Row47   
## Dat$HeightM:Dat$Column3:Dat$Row47   
## Dat$HeightL:Dat$Column4:Dat$Row47   
## Dat$HeightM:Dat$Column4:Dat$Row47   
## Dat$HeightL:Dat$Column2:Dat$Row48   
## Dat$HeightM:Dat$Column2:Dat$Row48   
## Dat$HeightL:Dat$Column3:Dat$Row48   
## Dat$HeightM:Dat$Column3:Dat$Row48   
## Dat$HeightL:Dat$Column4:Dat$Row48   
## Dat$HeightM:Dat$Column4:Dat$Row48   
## Dat$HeightL:Dat$Column2:Dat$Row49   
## Dat$HeightM:Dat$Column2:Dat$Row49   
## Dat$HeightL:Dat$Column3:Dat$Row49   
## Dat$HeightM:Dat$Column3:Dat$Row49   
## Dat$HeightL:Dat$Column4:Dat$Row49   
## Dat$HeightM:Dat$Column4:Dat$Row49   
## Dat$HeightL:Dat$Column2:Dat$Row5    
## Dat$HeightM:Dat$Column2:Dat$Row5    
## Dat$HeightL:Dat$Column3:Dat$Row5    
## Dat$HeightM:Dat$Column3:Dat$Row5    
## Dat$HeightL:Dat$Column4:Dat$Row5    
## Dat$HeightM:Dat$Column4:Dat$Row5    
## Dat$HeightL:Dat$Column2:Dat$Row50   
## Dat$HeightM:Dat$Column2:Dat$Row50   
## Dat$HeightL:Dat$Column3:Dat$Row50   
## Dat$HeightM:Dat$Column3:Dat$Row50   
## Dat$HeightL:Dat$Column4:Dat$Row50   
## Dat$HeightM:Dat$Column4:Dat$Row50   
## Dat$HeightL:Dat$Column2:Dat$Row6    
## Dat$HeightM:Dat$Column2:Dat$Row6    
## Dat$HeightL:Dat$Column3:Dat$Row6    
## Dat$HeightM:Dat$Column3:Dat$Row6  . 
## Dat$HeightL:Dat$Column4:Dat$Row6    
## Dat$HeightM:Dat$Column4:Dat$Row6    
## Dat$HeightL:Dat$Column2:Dat$Row7    
## Dat$HeightM:Dat$Column2:Dat$Row7    
## Dat$HeightL:Dat$Column3:Dat$Row7    
## Dat$HeightM:Dat$Column3:Dat$Row7    
## Dat$HeightL:Dat$Column4:Dat$Row7    
## Dat$HeightM:Dat$Column4:Dat$Row7    
## Dat$HeightL:Dat$Column2:Dat$Row8  . 
## Dat$HeightM:Dat$Column2:Dat$Row8    
## Dat$HeightL:Dat$Column3:Dat$Row8    
## Dat$HeightM:Dat$Column3:Dat$Row8    
## Dat$HeightL:Dat$Column4:Dat$Row8    
## Dat$HeightM:Dat$Column4:Dat$Row8    
## Dat$HeightL:Dat$Column2:Dat$Row9  * 
## Dat$HeightM:Dat$Column2:Dat$Row9    
## Dat$HeightL:Dat$Column3:Dat$Row9    
## Dat$HeightM:Dat$Column3:Dat$Row9    
## Dat$HeightL:Dat$Column4:Dat$Row9    
## Dat$HeightM:Dat$Column4:Dat$Row9    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.04039 on 1313 degrees of freedom
## Multiple R-squared:  0.2918, Adjusted R-squared:  0.03502 
## F-statistic: 1.136 on 476 and 1313 DF,  p-value: 0.04295
## Analysis of Variance Table
## 
## Response: Dat$Chl5
##                                 Df Sum Sq Mean Sq F value   Pr(>F)   
## Dat$Height                       2    791  395.31  1.8944 0.150825   
## Dat$Column                       3    197   65.56  0.3142 0.815149   
## Dat$Row                         49    156    3.19  0.0153 1.000000   
## Dat$Height:Dat$Column            6   1277  212.78  1.0196 0.410662   
## Dat$Height:Dat$Row              98  26884  274.33  1.3146 0.024850 * 
## Dat$Column:Dat$Row             106  23892  225.40  1.0801 0.279036   
## Dat$Height:Dat$Column:Dat$Row  212  59481  280.57  1.3445 0.001572 **
## Residuals                     1313 273994  208.68                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Dat$Chl5 ~ Dat$Height * Dat$Column * Dat$Row)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -39.120  -8.180   0.611   9.069  35.808 
## 
## Coefficients: (123 not defined because of singularities)
##                                    Estimate Std. Error t value Pr(>|t|)
## (Intercept)                         9.14598    5.10732   1.791 0.073562
## Dat$HeightL                       -14.31022    7.01934  -2.039 0.041682
## Dat$HeightM                       -11.88889    7.01934  -1.694 0.090553
## Dat$Column2                        -8.87426    9.77978  -0.907 0.364357
## Dat$Column3                       -12.35740    9.77978  -1.264 0.206610
## Dat$Column4                        -5.44769    9.77978  -0.557 0.577598
## Dat$Row10                          -5.86751    8.84614  -0.663 0.507265
## Dat$Row11                         -19.51653    7.22284  -2.702 0.006980
## Dat$Row12                           4.03800    9.77978   0.413 0.679753
## Dat$Row13                         -11.84877   11.42032  -1.038 0.299686
## Dat$Row14                          -5.96829    9.77978  -0.610 0.541789
## Dat$Row15                           3.97689    9.77978   0.407 0.684336
## Dat$Row16                          -4.32786    9.77978  -0.443 0.658178
## Dat$Row17                           4.79854   13.18705   0.364 0.716004
## Dat$Row18                         -19.82999    9.77978  -2.028 0.042797
## Dat$Row19                         -17.35575    9.77978  -1.775 0.076186
## Dat$Row2                          -13.07547    9.77978  -1.337 0.181457
## Dat$Row20                         -10.87867    9.77978  -1.112 0.266185
## Dat$Row21                          -9.40818    8.84614  -1.064 0.287735
## Dat$Row22                         -25.25914    9.77978  -2.583 0.009908
## Dat$Row23                          -7.92831    9.77978  -0.811 0.417694
## Dat$Row24                         -19.27456    9.77978  -1.971 0.048950
## Dat$Row25                         -20.34126    9.77978  -2.080 0.037725
## Dat$Row26                          -5.97702   11.42032  -0.523 0.600807
## Dat$Row27                         -11.15880    9.77978  -1.141 0.254075
## Dat$Row28                         -20.93153    9.77978  -2.140 0.032515
## Dat$Row29                          -5.88164    9.77978  -0.601 0.547672
## Dat$Row3                          -18.79578    9.77978  -1.922 0.054834
## Dat$Row30                         -22.30496    9.77978  -2.281 0.022724
## Dat$Row31                         -12.24700    7.22284  -1.696 0.090200
## Dat$Row32                          -1.43478    9.77978  -0.147 0.883384
## Dat$Row33                         -19.60241    9.77978  -2.004 0.045234
## Dat$Row34                          -1.39503    9.77978  -0.143 0.886593
## Dat$Row35                          -8.44455    8.84614  -0.955 0.339954
## Dat$Row36                         -12.49924    9.77978  -1.278 0.201451
## Dat$Row37                         -10.82714    9.77978  -1.107 0.268456
## Dat$Row38                          -2.94361   11.42032  -0.258 0.796638
## Dat$Row39                          -8.56732    9.77978  -0.876 0.381177
## Dat$Row4                            1.40047    8.84614   0.158 0.874233
## Dat$Row40                         -28.70581    9.77978  -2.935 0.003391
## Dat$Row41                           0.64359    8.84614   0.073 0.942013
## Dat$Row42                           3.54119    9.77978   0.362 0.717340
## Dat$Row43                         -14.88223    9.77978  -1.522 0.128316
## Dat$Row44                          -0.48670   11.42032  -0.043 0.966013
## Dat$Row45                         -13.17803    9.77978  -1.347 0.178059
## Dat$Row46                         -27.32547   11.42032  -2.393 0.016864
## Dat$Row47                         -12.16750    9.77978  -1.244 0.213667
## Dat$Row48                          -7.61656    9.77978  -0.779 0.436233
## Dat$Row49                           6.99922    9.77978   0.716 0.474314
## Dat$Row5                           -9.48017    9.77978  -0.969 0.332542
## Dat$Row50                          -3.61011    7.22284  -0.500 0.617287
## Dat$Row6                            1.19028    9.77978   0.122 0.903148
## Dat$Row7                          -30.47456    9.77978  -3.116 0.001872
## Dat$Row8                           -8.74075    9.77978  -0.894 0.371616
## Dat$Row9                            1.48361    9.77978   0.152 0.879445
## Dat$HeightL:Dat$Column2            12.02281   13.07669   0.919 0.358052
## Dat$HeightM:Dat$Column2            28.16897   13.07669   2.154 0.031411
## Dat$HeightL:Dat$Column3            13.99906   13.07669   1.071 0.284575
## Dat$HeightM:Dat$Column3             9.60747   13.07669   0.735 0.462652
## Dat$HeightL:Dat$Column4             5.88848   13.64079   0.432 0.666043
## Dat$HeightM:Dat$Column4             6.65239   13.32759   0.499 0.617761
## Dat$HeightL:Dat$Row10               3.30697   12.39395   0.267 0.789649
## Dat$HeightM:Dat$Row10               1.43314   13.07669   0.110 0.912747
## Dat$HeightL:Dat$Row11              26.62577    9.80937   2.714 0.006728
## Dat$HeightM:Dat$Row11              21.18608    9.92685   2.134 0.033010
## Dat$HeightL:Dat$Row12              -0.73119   13.07669  -0.056 0.955417
## Dat$HeightM:Dat$Row12             -14.75953   13.07669  -1.129 0.259235
## Dat$HeightL:Dat$Row13              14.75822   14.34502   1.029 0.303761
## Dat$HeightM:Dat$Row13              22.07964   14.34502   1.539 0.124000
## Dat$HeightL:Dat$Row14              -3.88036   13.07669  -0.297 0.766713
## Dat$HeightM:Dat$Row14               6.74381   13.07669   0.516 0.606143
## Dat$HeightL:Dat$Row15              -6.20994   13.07669  -0.475 0.634947
## Dat$HeightM:Dat$Row15              -4.33928   13.07669  -0.332 0.740068
## Dat$HeightL:Dat$Row16              21.72856   14.93886   1.454 0.146047
## Dat$HeightM:Dat$Row16               6.39589   13.72551   0.466 0.641303
## Dat$HeightL:Dat$Row17              -6.26458   16.68044  -0.376 0.707301
## Dat$HeightM:Dat$Row17               6.50367   16.68044   0.390 0.696675
## Dat$HeightL:Dat$Row18              24.20747   13.07669   1.851 0.064366
## Dat$HeightM:Dat$Row18              20.72264   13.07669   1.585 0.113275
## Dat$HeightL:Dat$Row19              28.91431   13.07669   2.211 0.027198
## Dat$HeightM:Dat$Row19              24.09147   13.07669   1.842 0.065654
## Dat$HeightL:Dat$Row2               16.15072   13.07669   1.235 0.217023
## Dat$HeightM:Dat$Row2                8.20139   13.07669   0.627 0.530653
## Dat$HeightL:Dat$Row20              22.60206   13.07669   1.728 0.084148
## Dat$HeightM:Dat$Row20              19.00347   13.07669   1.453 0.146398
## Dat$HeightL:Dat$Row21              19.84922   11.67134   1.701 0.089240
## Dat$HeightM:Dat$Row21              15.21089   11.96563   1.271 0.203877
## Dat$HeightL:Dat$Row22              41.02006   13.07669   3.137 0.001745
## Dat$HeightM:Dat$Row22              27.43822   13.07669   2.098 0.036073
## Dat$HeightL:Dat$Row23              17.61072   13.07669   1.347 0.178301
## Dat$HeightM:Dat$Row23               5.26989   13.72551   0.384 0.701079
## Dat$HeightL:Dat$Row24              21.46514   13.07669   1.641 0.100937
## Dat$HeightM:Dat$Row24              25.82676   12.67147   2.038 0.041732
## Dat$HeightL:Dat$Row25              22.20706   13.07669   1.698 0.089704
## Dat$HeightM:Dat$Row25              32.28572   13.07669   2.469 0.013677
## Dat$HeightL:Dat$Row26               2.33497   14.34502   0.163 0.870723
## Dat$HeightM:Dat$Row26               1.71414   14.34502   0.119 0.904903
## Dat$HeightL:Dat$Row27              18.47914   13.07669   1.413 0.157853
## Dat$HeightM:Dat$Row27               1.50456   13.07669   0.115 0.908418
## Dat$HeightL:Dat$Row28              36.41581   13.07669   2.785 0.005433
## Dat$HeightM:Dat$Row28              25.80772   13.07669   1.974 0.048640
## Dat$HeightL:Dat$Row29               5.17872   13.07669   0.396 0.692150
## Dat$HeightM:Dat$Row29               1.05456   13.72551   0.077 0.938769
## Dat$HeightL:Dat$Row3               10.24206   13.07669   0.783 0.433633
## Dat$HeightM:Dat$Row3               33.22697   13.07669   2.541 0.011170
## Dat$HeightL:Dat$Row30              35.11297   13.07669   2.685 0.007341
## Dat$HeightM:Dat$Row30              31.75422   13.72551   2.314 0.020848
## Dat$HeightL:Dat$Row31              15.61610   10.25510   1.523 0.128058
## Dat$HeightM:Dat$Row31               6.76110   10.49455   0.644 0.519527
## Dat$HeightL:Dat$Row32              20.40256   13.07669   1.560 0.118948
## Dat$HeightM:Dat$Row32               3.33522   13.07669   0.255 0.798724
## Dat$HeightL:Dat$Row33              20.26889   13.07669   1.550 0.121382
## Dat$HeightM:Dat$Row33              19.39106   13.07669   1.483 0.138349
## Dat$HeightL:Dat$Row34              -7.04036   13.07669  -0.538 0.590399
## Dat$HeightM:Dat$Row34              -1.21994   13.07669  -0.093 0.925686
## Dat$HeightL:Dat$Row35              21.10497   12.39395   1.703 0.088834
## Dat$HeightM:Dat$Row35              10.11064   12.39395   0.816 0.414779
## Dat$HeightL:Dat$Row36              30.39756   13.72551   2.215 0.026954
## Dat$HeightM:Dat$Row36              12.55831   13.07669   0.960 0.337052
## Dat$HeightL:Dat$Row37              12.71289   13.72551   0.926 0.354500
## Dat$HeightM:Dat$Row37              16.20639   13.07669   1.239 0.215443
## Dat$HeightL:Dat$Row38               8.81922   14.34502   0.615 0.538798
## Dat$HeightM:Dat$Row38             -10.03461   14.34502  -0.700 0.484352
## Dat$HeightL:Dat$Row39              18.96956   13.07669   1.451 0.147119
## Dat$HeightM:Dat$Row39              14.58072   13.07669   1.115 0.265048
## Dat$HeightL:Dat$Row4                5.75747   12.39395   0.465 0.642339
## Dat$HeightM:Dat$Row4                2.70264   13.07669   0.207 0.836295
## Dat$HeightL:Dat$Row40              46.64222   13.07669   3.567 0.000374
## Dat$HeightM:Dat$Row40              33.79389   13.07669   2.584 0.009865
## Dat$HeightL:Dat$Row41              -1.09813   11.45652  -0.096 0.923652
## Dat$HeightM:Dat$Row41              -0.29061   11.67134  -0.025 0.980139
## Dat$HeightL:Dat$Row42              -7.33178   13.72551  -0.534 0.593313
## Dat$HeightM:Dat$Row42               7.84502   12.67147   0.619 0.535952
## Dat$HeightL:Dat$Row43              21.14947   13.07669   1.617 0.106045
## Dat$HeightM:Dat$Row43              17.94739   13.07669   1.372 0.170151
## Dat$HeightL:Dat$Row44              22.50147   14.34502   1.569 0.116984
## Dat$HeightM:Dat$Row44               1.31214   14.34502   0.091 0.927133
## Dat$HeightL:Dat$Row45              12.19014   13.07669   0.932 0.351403
## Dat$HeightM:Dat$Row45              24.70606   13.07669   1.889 0.059069
## Dat$HeightL:Dat$Row46              31.97006   14.93886   2.140 0.032534
## Dat$HeightM:Dat$Row46              38.16659   13.97661   2.731 0.006404
## Dat$HeightL:Dat$Row47              22.96722   13.07669   1.756 0.079262
## Dat$HeightM:Dat$Row47              19.26089   13.07669   1.473 0.141013
## Dat$HeightL:Dat$Row48              19.45231   13.07669   1.488 0.137108
## Dat$HeightM:Dat$Row48              12.85847   13.07669   0.983 0.325635
## Dat$HeightL:Dat$Row49              -0.77811   13.07669  -0.060 0.952560
## Dat$HeightM:Dat$Row49               0.62406   13.07669   0.048 0.961944
## Dat$HeightL:Dat$Row5               19.94822   13.72551   1.453 0.146361
## Dat$HeightM:Dat$Row5               -0.91261   13.07669  -0.070 0.944372
## Dat$HeightL:Dat$Row50               1.95307    9.80937   0.199 0.842213
## Dat$HeightM:Dat$Row50              21.17150   10.25510   2.064 0.039168
## Dat$HeightL:Dat$Row6               11.13747   13.07669   0.852 0.394534
## Dat$HeightM:Dat$Row6               -4.47011   13.07669  -0.342 0.732528
## Dat$HeightL:Dat$Row7               38.52381   13.07669   2.946 0.003276
## Dat$HeightM:Dat$Row7               38.45897   13.07669   2.941 0.003329
## Dat$HeightL:Dat$Row8               13.91356   13.07669   1.064 0.287526
## Dat$HeightM:Dat$Row8               12.54447   13.07669   0.959 0.337584
## Dat$HeightL:Dat$Row9               13.52806   13.07669   1.035 0.301085
## Dat$HeightM:Dat$Row9                6.78072   13.07669   0.519 0.604172
## Dat$Column2:Dat$Row10              -5.95842   14.74357  -0.404 0.686178
## Dat$Column3:Dat$Row10              22.57792   14.74357   1.531 0.125918
## Dat$Column4:Dat$Row10                    NA         NA      NA       NA
## Dat$Column2:Dat$Row11              21.26308   13.83069   1.537 0.124440
## Dat$Column3:Dat$Row11              34.61842   13.83069   2.503 0.012435
## Dat$Column4:Dat$Row11                    NA         NA      NA       NA
## Dat$Column2:Dat$Row12              -6.53267   15.32197  -0.426 0.669916
## Dat$Column3:Dat$Row12              -3.16267   15.32197  -0.206 0.836500
## Dat$Column4:Dat$Row12                    NA         NA      NA       NA
## Dat$Column2:Dat$Row13              17.71233   16.41774   1.079 0.280851
## Dat$Column3:Dat$Row13               9.90433   16.41774   0.603 0.546433
## Dat$Column4:Dat$Row13                    NA         NA      NA       NA
## Dat$Column2:Dat$Row14              12.19033   15.32197   0.796 0.426402
## Dat$Column3:Dat$Row14              -8.45433   15.32197  -0.552 0.581194
## Dat$Column4:Dat$Row14                    NA         NA      NA       NA
## Dat$Column2:Dat$Row15              -2.48833   15.32197  -0.162 0.871013
## Dat$Column3:Dat$Row15               6.91100   15.32197   0.451 0.652027
## Dat$Column4:Dat$Row15                    NA         NA      NA       NA
## Dat$Column2:Dat$Row16              -5.93733   15.32197  -0.388 0.698445
## Dat$Column3:Dat$Row16              10.95967   15.32197   0.715 0.474556
## Dat$Column4:Dat$Row16                    NA         NA      NA       NA
## Dat$Column2:Dat$Row17             -10.64183   17.69228  -0.601 0.547614
## Dat$Column3:Dat$Row17                    NA         NA      NA       NA
## Dat$Column4:Dat$Row17                    NA         NA      NA       NA
## Dat$Column2:Dat$Row18              -3.82733   15.32197  -0.250 0.802786
## Dat$Column3:Dat$Row18              26.10567   15.32197   1.704 0.088654
## Dat$Column4:Dat$Row18                    NA         NA      NA       NA
## Dat$Column2:Dat$Row19              17.37933   15.32197   1.134 0.256886
## Dat$Column3:Dat$Row19              17.94100   15.32197   1.171 0.241838
## Dat$Column4:Dat$Row19                    NA         NA      NA       NA
## Dat$Column2:Dat$Row2               14.58667   15.32197   0.952 0.341267
## Dat$Column3:Dat$Row2               23.67400   15.32197   1.545 0.122563
## Dat$Column4:Dat$Row2                     NA         NA      NA       NA
## Dat$Column2:Dat$Row20               8.17250   14.14153   0.578 0.563426
## Dat$Column3:Dat$Row20              20.13467   15.32197   1.314 0.189040
## Dat$Column4:Dat$Row20                    NA         NA      NA       NA
## Dat$Column2:Dat$Row21              21.37933   14.74357   1.450 0.147275
## Dat$Column3:Dat$Row21               8.40600   14.74357   0.570 0.568676
## Dat$Column4:Dat$Row21                    NA         NA      NA       NA
## Dat$Column2:Dat$Row22              34.17400   15.32197   2.230 0.025890
## Dat$Column3:Dat$Row22              15.29967   15.32197   0.999 0.318199
## Dat$Column4:Dat$Row22                    NA         NA      NA       NA
## Dat$Column2:Dat$Row23              -9.62900   15.32197  -0.628 0.529822
## Dat$Column3:Dat$Row23             -11.78967   15.32197  -0.769 0.441758
## Dat$Column4:Dat$Row23             -10.69808   15.32197  -0.698 0.485164
## Dat$Column2:Dat$Row24              13.76250   16.41774   0.838 0.402032
## Dat$Column3:Dat$Row24              28.70700   15.32197   1.874 0.061210
## Dat$Column4:Dat$Row24                    NA         NA      NA       NA
## Dat$Column2:Dat$Row25              23.25167   15.32197   1.518 0.129372
## Dat$Column3:Dat$Row25              19.94400   15.32197   1.302 0.193261
## Dat$Column4:Dat$Row25                    NA         NA      NA       NA
## Dat$Column2:Dat$Row26             -12.58067   17.44482  -0.721 0.470934
## Dat$Column3:Dat$Row26              11.06117   16.41774   0.674 0.500600
## Dat$Column4:Dat$Row26                    NA         NA      NA       NA
## Dat$Column2:Dat$Row27              16.15467   15.32197   1.054 0.291918
## Dat$Column3:Dat$Row27              14.41600   16.41774   0.878 0.380064
## Dat$Column4:Dat$Row27                    NA         NA      NA       NA
## Dat$Column2:Dat$Row28              18.20300   15.32197   1.188 0.235035
## Dat$Column3:Dat$Row28              19.10100   15.32197   1.247 0.212751
## Dat$Column4:Dat$Row28                    NA         NA      NA       NA
## Dat$Column2:Dat$Row29              10.60033   14.74357   0.719 0.472281
## Dat$Column3:Dat$Row29               0.18600   15.32197   0.012 0.990316
## Dat$Column4:Dat$Row29                    NA         NA      NA       NA
## Dat$Column2:Dat$Row3               27.74200   15.32197   1.811 0.070431
## Dat$Column3:Dat$Row3               42.29533   15.32197   2.760 0.005853
## Dat$Column4:Dat$Row3                     NA         NA      NA       NA
## Dat$Column2:Dat$Row30              22.69633   15.32197   1.481 0.138768
## Dat$Column3:Dat$Row30              24.03600   15.32197   1.569 0.116952
## Dat$Column4:Dat$Row30                    NA         NA      NA       NA
## Dat$Column2:Dat$Row31              18.43287   13.83069   1.333 0.182845
## Dat$Column3:Dat$Row31              17.57087   13.83069   1.270 0.204158
## Dat$Column4:Dat$Row31                    NA         NA      NA       NA
## Dat$Column2:Dat$Row32               5.23267   15.32197   0.342 0.732771
## Dat$Column3:Dat$Row32               1.56000   15.32197   0.102 0.918919
## Dat$Column4:Dat$Row32              -8.13375   15.32197  -0.531 0.595609
## Dat$Column2:Dat$Row33              13.65600   15.32197   0.891 0.372948
## Dat$Column3:Dat$Row33              33.25167   15.32197   2.170 0.030171
## Dat$Column4:Dat$Row33                    NA         NA      NA       NA
## Dat$Column2:Dat$Row34               8.40467   15.32197   0.549 0.583416
## Dat$Column3:Dat$Row34              -0.26500   15.32197  -0.017 0.986204
## Dat$Column4:Dat$Row34              -9.06008   15.32197  -0.591 0.554412
## Dat$Column2:Dat$Row35              -0.99858   14.74357  -0.068 0.946011
## Dat$Column3:Dat$Row35              16.72042   14.74357   1.134 0.256967
## Dat$Column4:Dat$Row35             -13.57800   14.74357  -0.921 0.357249
## Dat$Column2:Dat$Row36              17.47700   15.32197   1.141 0.254224
## Dat$Column3:Dat$Row36               3.32567   15.32197   0.217 0.828201
## Dat$Column4:Dat$Row36                    NA         NA      NA       NA
## Dat$Column2:Dat$Row37               3.91067   15.32197   0.255 0.798583
## Dat$Column3:Dat$Row37              -0.36067   15.32197  -0.024 0.981224
## Dat$Column4:Dat$Row37                    NA         NA      NA       NA
## Dat$Column2:Dat$Row38              -2.80767   15.87931  -0.177 0.859683
## Dat$Column3:Dat$Row38               7.90367   16.41774   0.481 0.630305
## Dat$Column4:Dat$Row38                    NA         NA      NA       NA
## Dat$Column2:Dat$Row39             -13.42733   15.32197  -0.876 0.381003
## Dat$Column3:Dat$Row39              21.83867   15.32197   1.425 0.154303
## Dat$Column4:Dat$Row39                    NA         NA      NA       NA
## Dat$Column2:Dat$Row4              -10.50992   14.74357  -0.713 0.476067
## Dat$Column3:Dat$Row4              -14.14692   14.74357  -0.960 0.337468
## Dat$Column4:Dat$Row4                     NA         NA      NA       NA
## Dat$Column2:Dat$Row40              42.14767   15.32197   2.751 0.006027
## Dat$Column3:Dat$Row40              31.47733   15.32197   2.054 0.040135
## Dat$Column4:Dat$Row40                    NA         NA      NA       NA
## Dat$Column2:Dat$Row41              -1.68283   14.74357  -0.114 0.909144
## Dat$Column3:Dat$Row41              -2.10983   14.74357  -0.143 0.886232
## Dat$Column4:Dat$Row41              -4.70075   15.87931  -0.296 0.767254
## Dat$Column2:Dat$Row42               0.56900   15.32197   0.037 0.970382
## Dat$Column3:Dat$Row42               0.26100   15.32197   0.017 0.986412
## Dat$Column4:Dat$Row42                    NA         NA      NA       NA
## Dat$Column2:Dat$Row43               4.61433   15.32197   0.301 0.763342
## Dat$Column3:Dat$Row43               5.48283   16.41774   0.334 0.738465
## Dat$Column4:Dat$Row43                    NA         NA      NA       NA
## Dat$Column2:Dat$Row44              -0.25050   16.41774  -0.015 0.987829
## Dat$Column3:Dat$Row44              -1.13583   16.41774  -0.069 0.944854
## Dat$Column4:Dat$Row44                    NA         NA      NA       NA
## Dat$Column2:Dat$Row45              22.67333   15.32197   1.480 0.139168
## Dat$Column3:Dat$Row45               7.36867   15.32197   0.481 0.630652
## Dat$Column4:Dat$Row45              12.94692   15.32197   0.845 0.398270
## Dat$Column2:Dat$Row46              40.37317   16.41774   2.459 0.014056
## Dat$Column3:Dat$Row46              34.40150   16.41774   2.095 0.036328
## Dat$Column4:Dat$Row46              29.64975   16.41774   1.806 0.071154
## Dat$Column2:Dat$Row47              15.25800   15.32197   0.996 0.319519
## Dat$Column3:Dat$Row47              31.91508   14.74357   2.165 0.030592
## Dat$Column4:Dat$Row47              -1.99875   15.32197  -0.130 0.896230
## Dat$Column2:Dat$Row48               0.75167   16.41774   0.046 0.963490
## Dat$Column3:Dat$Row48              13.61042   14.74357   0.923 0.356102
## Dat$Column4:Dat$Row48                    NA         NA      NA       NA
## Dat$Column2:Dat$Row49             -19.28933   15.32197  -1.259 0.208278
## Dat$Column3:Dat$Row49             -18.20067   15.32197  -1.188 0.235095
## Dat$Column4:Dat$Row49             -16.74642   15.32197  -1.093 0.274608
## Dat$Column2:Dat$Row5                3.42600   15.32197   0.224 0.823103
## Dat$Column3:Dat$Row5               33.25533   15.32197   2.170 0.030153
## Dat$Column4:Dat$Row5                     NA         NA      NA       NA
## Dat$Column2:Dat$Row50               0.92475   13.83069   0.067 0.946702
## Dat$Column3:Dat$Row50              -6.47858   13.83069  -0.468 0.639561
## Dat$Column4:Dat$Row50                    NA         NA      NA       NA
## Dat$Column2:Dat$Row6                9.63967   15.32197   0.629 0.529367
## Dat$Column3:Dat$Row6               13.29633   15.32197   0.868 0.385665
## Dat$Column4:Dat$Row6                     NA         NA      NA       NA
## Dat$Column2:Dat$Row7               18.89533   15.32197   1.233 0.217715
## Dat$Column3:Dat$Row7               41.45000   15.32197   2.705 0.006913
## Dat$Column4:Dat$Row7                     NA         NA      NA       NA
## Dat$Column2:Dat$Row8               19.94000   15.32197   1.301 0.193350
## Dat$Column3:Dat$Row8                0.67400   15.32197   0.044 0.964920
## Dat$Column4:Dat$Row8                     NA         NA      NA       NA
## Dat$Column2:Dat$Row9               -6.85533   15.32197  -0.447 0.654647
## Dat$Column3:Dat$Row9              -10.97208   14.74357  -0.744 0.456892
## Dat$Column4:Dat$Row9                     NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row10  16.88094   19.92656   0.847 0.397061
## Dat$HeightM:Dat$Column2:Dat$Row10  -9.43922   20.78094  -0.454 0.649742
## Dat$HeightL:Dat$Column3:Dat$Row10 -22.74364   19.92656  -1.141 0.253923
## Dat$HeightM:Dat$Column3:Dat$Row10  -2.48031   20.35823  -0.122 0.903050
## Dat$HeightL:Dat$Column4:Dat$Row10        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row10        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row11 -28.20711   18.43044  -1.530 0.126143
## Dat$HeightM:Dat$Column2:Dat$Row11 -31.61117   18.49324  -1.709 0.087625
## Dat$HeightL:Dat$Column3:Dat$Row11 -27.47844   18.43044  -1.491 0.136221
## Dat$HeightM:Dat$Column3:Dat$Row11 -35.56650   18.49324  -1.923 0.054669
## Dat$HeightL:Dat$Column4:Dat$Row11        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row11        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row12  11.19194   20.35823   0.550 0.582584
## Dat$HeightM:Dat$Column2:Dat$Row12   6.32528   20.35823   0.311 0.756079
## Dat$HeightL:Dat$Column3:Dat$Row12   4.41469   20.78094   0.212 0.831797
## Dat$HeightM:Dat$Column3:Dat$Row12  15.46128   20.35823   0.759 0.447713
## Dat$HeightL:Dat$Column4:Dat$Row12        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row12        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row13 -21.66931   21.19521  -1.022 0.306795
## Dat$HeightM:Dat$Column2:Dat$Row13 -47.51497   21.19521  -2.242 0.025142
## Dat$HeightL:Dat$Column3:Dat$Row13  -9.51939   21.60155  -0.441 0.659517
## Dat$HeightM:Dat$Column3:Dat$Row13 -11.79222   22.39211  -0.527 0.598544
## Dat$HeightL:Dat$Column4:Dat$Row13        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row13        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row14  -3.41856   20.35823  -0.168 0.866672
## Dat$HeightM:Dat$Column2:Dat$Row14 -27.42897   20.35823  -1.347 0.178111
## Dat$HeightL:Dat$Column3:Dat$Row14  29.64786   20.35823   1.456 0.145546
## Dat$HeightM:Dat$Column3:Dat$Row14  28.63469   20.35823   1.407 0.159800
## Dat$HeightL:Dat$Column4:Dat$Row14        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row14        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row15  -4.66989   20.35823  -0.229 0.818605
## Dat$HeightM:Dat$Column2:Dat$Row15  -3.72681   20.35823  -0.183 0.854778
## Dat$HeightL:Dat$Column3:Dat$Row15  -7.06422   20.35823  -0.347 0.728650
## Dat$HeightM:Dat$Column3:Dat$Row15  -0.80214   20.35823  -0.039 0.968577
## Dat$HeightL:Dat$Column4:Dat$Row15        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row15        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row16  -8.65764   21.60155  -0.401 0.688642
## Dat$HeightM:Dat$Column2:Dat$Row16 -18.99597   20.78094  -0.914 0.360829
## Dat$HeightL:Dat$Column3:Dat$Row16 -19.64289   21.60155  -0.909 0.363344
## Dat$HeightM:Dat$Column3:Dat$Row16 -13.07047   20.78094  -0.629 0.529482
## Dat$HeightL:Dat$Column4:Dat$Row16        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row16        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row17   6.19933   22.84064   0.271 0.786113
## Dat$HeightM:Dat$Column2:Dat$Row17 -10.43292   22.84064  -0.457 0.647912
## Dat$HeightL:Dat$Column3:Dat$Row17        NA         NA      NA       NA
## Dat$HeightM:Dat$Column3:Dat$Row17        NA         NA      NA       NA
## Dat$HeightL:Dat$Column4:Dat$Row17        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row17        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row18  11.83011   20.35823   0.581 0.561275
## Dat$HeightM:Dat$Column2:Dat$Row18  -6.37781   20.35823  -0.313 0.754118
## Dat$HeightL:Dat$Column3:Dat$Row18 -31.67714   21.60155  -1.466 0.142771
## Dat$HeightM:Dat$Column3:Dat$Row18  -7.19656   20.78094  -0.346 0.729169
## Dat$HeightL:Dat$Column4:Dat$Row18        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row18        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row19 -24.60981   20.35823  -1.209 0.226943
## Dat$HeightM:Dat$Column2:Dat$Row19 -45.37922   20.35823  -2.229 0.025980
## Dat$HeightL:Dat$Column3:Dat$Row19 -23.28422   20.35823  -1.144 0.252946
## Dat$HeightM:Dat$Column3:Dat$Row19 -22.62914   20.35823  -1.112 0.266536
## Dat$HeightL:Dat$Column4:Dat$Row19        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row19        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row2  -19.20189   20.35823  -0.943 0.345752
## Dat$HeightM:Dat$Column2:Dat$Row2  -19.99756   20.35823  -0.982 0.326141
## Dat$HeightL:Dat$Column3:Dat$Row2  -25.60222   20.35823  -1.258 0.208765
## Dat$HeightM:Dat$Column3:Dat$Row2   -8.53789   20.35823  -0.419 0.675005
## Dat$HeightL:Dat$Column4:Dat$Row2         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row2         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row20 -16.57760   18.80407  -0.882 0.378157
## Dat$HeightM:Dat$Column2:Dat$Row20 -37.93425   18.90290  -2.007 0.044976
## Dat$HeightL:Dat$Column3:Dat$Row20 -23.74214   20.35823  -1.166 0.243738
## Dat$HeightM:Dat$Column3:Dat$Row20 -34.33831   20.35823  -1.687 0.091898
## Dat$HeightL:Dat$Column4:Dat$Row20        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row20        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row21 -36.42406   19.48532  -1.869 0.061803
## Dat$HeightM:Dat$Column2:Dat$Row21 -49.50097   19.66300  -2.517 0.011938
## Dat$HeightL:Dat$Column3:Dat$Row21  -9.30722   19.48532  -0.478 0.632977
## Dat$HeightM:Dat$Column3:Dat$Row21 -19.32039   19.66300  -0.983 0.325997
## Dat$HeightL:Dat$Column4:Dat$Row21        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row21        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row22 -42.58247   20.35823  -2.092 0.036661
## Dat$HeightM:Dat$Column2:Dat$Row22 -64.09214   20.35823  -3.148 0.001680
## Dat$HeightL:Dat$Column3:Dat$Row22 -18.79939   20.35823  -0.923 0.355953
## Dat$HeightM:Dat$Column3:Dat$Row22 -10.50456   20.35823  -0.516 0.605951
## Dat$HeightL:Dat$Column4:Dat$Row22        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row22        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row23  24.84828   20.35823   1.221 0.222475
## Dat$HeightM:Dat$Column2:Dat$Row23 -14.93589   20.78094  -0.719 0.472435
## Dat$HeightL:Dat$Column3:Dat$Row23  -0.89731   20.35823  -0.044 0.964851
## Dat$HeightM:Dat$Column3:Dat$Row23  30.99228   20.78094   1.491 0.136102
## Dat$HeightL:Dat$Column4:Dat$Row23  17.09560   20.72507   0.825 0.409592
## Dat$HeightM:Dat$Column4:Dat$Row23  27.74319   20.93972   1.325 0.185432
## Dat$HeightL:Dat$Column2:Dat$Row24 -18.80822   21.19521  -0.887 0.375037
## Dat$HeightM:Dat$Column2:Dat$Row24 -36.69634   20.94763  -1.752 0.080039
## Dat$HeightL:Dat$Column3:Dat$Row24 -21.24697   20.35823  -1.044 0.296837
## Dat$HeightM:Dat$Column3:Dat$Row24 -27.69459   20.10034  -1.378 0.168495
## Dat$HeightL:Dat$Column4:Dat$Row24        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row24        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row25 -33.42089   20.35823  -1.642 0.100904
## Dat$HeightM:Dat$Column2:Dat$Row25 -50.60206   20.35823  -2.486 0.013058
## Dat$HeightL:Dat$Column3:Dat$Row25  -0.83372   20.35823  -0.041 0.967340
## Dat$HeightM:Dat$Column3:Dat$Row25 -32.53339   20.35823  -1.598 0.110273
## Dat$HeightL:Dat$Column4:Dat$Row25        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row25        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row26  35.07919   22.00038   1.594 0.111069
## Dat$HeightM:Dat$Column2:Dat$Row26   0.23203   22.00038   0.011 0.991587
## Dat$HeightL:Dat$Column3:Dat$Row26   0.07311   21.19521   0.003 0.997248
## Dat$HeightM:Dat$Column3:Dat$Row26  -0.95231   21.19521  -0.045 0.964170
## Dat$HeightL:Dat$Column4:Dat$Row26        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row26        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row27 -20.48514   20.35823  -1.006 0.314488
## Dat$HeightM:Dat$Column2:Dat$Row27 -29.36231   20.35823  -1.442 0.149461
## Dat$HeightL:Dat$Column3:Dat$Row27  -8.56047   21.19521  -0.404 0.686362
## Dat$HeightM:Dat$Column3:Dat$Row27   3.77236   21.19521   0.178 0.858765
## Dat$HeightL:Dat$Column4:Dat$Row27        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row27        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row28 -21.31822   20.35823  -1.047 0.295221
## Dat$HeightM:Dat$Column2:Dat$Row28 -42.37839   20.35823  -2.082 0.037569
## Dat$HeightL:Dat$Column3:Dat$Row28 -31.14872   20.35823  -1.530 0.126250
## Dat$HeightM:Dat$Column3:Dat$Row28 -24.66514   20.35823  -1.212 0.225900
## Dat$HeightL:Dat$Column4:Dat$Row28        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row28        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row29  -4.82431   19.92656  -0.242 0.808737
## Dat$HeightM:Dat$Column2:Dat$Row29 -19.16939   20.35823  -0.942 0.346569
## Dat$HeightL:Dat$Column3:Dat$Row29  19.49428   20.35823   0.958 0.338460
## Dat$HeightM:Dat$Column3:Dat$Row29  -5.47547   21.19521  -0.258 0.796189
## Dat$HeightL:Dat$Column4:Dat$Row29        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row29        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row3  -30.17922   20.35823  -1.482 0.138471
## Dat$HeightM:Dat$Column2:Dat$Row3  -68.29689   20.35823  -3.355 0.000817
## Dat$HeightL:Dat$Column3:Dat$Row3  -30.67381   20.35823  -1.507 0.132127
## Dat$HeightM:Dat$Column3:Dat$Row3  -41.73372   20.35823  -2.050 0.040566
## Dat$HeightL:Dat$Column4:Dat$Row3         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row3         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row30 -26.47922   20.78094  -1.274 0.202815
## Dat$HeightM:Dat$Column2:Dat$Row30 -42.63931   21.19521  -2.012 0.044451
## Dat$HeightL:Dat$Column3:Dat$Row30 -34.38197   20.35823  -1.689 0.091486
## Dat$HeightM:Dat$Column3:Dat$Row30 -39.67822   20.78094  -1.909 0.056434
## Dat$HeightL:Dat$Column4:Dat$Row30        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row30        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row31  -6.37135   18.67149  -0.341 0.732982
## Dat$HeightM:Dat$Column2:Dat$Row31 -28.26885   18.80407  -1.503 0.132993
## Dat$HeightL:Dat$Column3:Dat$Row31  -7.54785   18.67149  -0.404 0.686099
## Dat$HeightM:Dat$Column3:Dat$Row31 -13.52635   18.80407  -0.719 0.472065
## Dat$HeightL:Dat$Column4:Dat$Row31        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row31        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row32 -14.67364   20.35823  -0.721 0.471178
## Dat$HeightM:Dat$Column2:Dat$Row32 -28.73931   20.35823  -1.412 0.158281
## Dat$HeightL:Dat$Column3:Dat$Row32 -10.11397   20.35823  -0.497 0.619413
## Dat$HeightM:Dat$Column3:Dat$Row32  -2.24139   20.35823  -0.110 0.912349
## Dat$HeightL:Dat$Column4:Dat$Row32 -20.86573   20.72507  -1.007 0.314223
## Dat$HeightM:Dat$Column4:Dat$Row32   3.63911   20.52029   0.177 0.859267
## Dat$HeightL:Dat$Column2:Dat$Row33  -5.83872   20.35823  -0.287 0.774311
## Dat$HeightM:Dat$Column2:Dat$Row33 -15.86364   20.35823  -0.779 0.435988
## Dat$HeightL:Dat$Column3:Dat$Row33 -30.53614   20.35823  -1.500 0.133870
## Dat$HeightM:Dat$Column3:Dat$Row33 -36.95656   20.35823  -1.815 0.069704
## Dat$HeightL:Dat$Column4:Dat$Row33        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row33        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row34  -1.66739   20.35823  -0.082 0.934737
## Dat$HeightM:Dat$Column2:Dat$Row34 -11.34156   20.35823  -0.557 0.577555
## Dat$HeightL:Dat$Column3:Dat$Row34   7.35628   20.35823   0.361 0.717902
## Dat$HeightM:Dat$Column3:Dat$Row34   8.96261   20.35823   0.440 0.659832
## Dat$HeightL:Dat$Column4:Dat$Row34  31.25860   20.72507   1.508 0.131731
## Dat$HeightM:Dat$Column4:Dat$Row34  18.83469   20.52029   0.918 0.358862
## Dat$HeightL:Dat$Column2:Dat$Row35  -4.24214   19.92656  -0.213 0.831447
## Dat$HeightM:Dat$Column2:Dat$Row35  -9.43531   19.92656  -0.474 0.635932
## Dat$HeightL:Dat$Column3:Dat$Row35 -24.05689   19.92656  -1.207 0.227543
## Dat$HeightM:Dat$Column3:Dat$Row35 -21.52906   19.92656  -1.080 0.280153
## Dat$HeightL:Dat$Column4:Dat$Row35   4.64777   20.30120   0.229 0.818951
## Dat$HeightM:Dat$Column4:Dat$Row35  19.35711   20.09210   0.963 0.335515
## Dat$HeightL:Dat$Column2:Dat$Row36 -30.74239   20.78094  -1.479 0.139285
## Dat$HeightM:Dat$Column2:Dat$Row36 -35.81214   20.35823  -1.759 0.078794
## Dat$HeightL:Dat$Column3:Dat$Row36 -18.86906   20.78094  -0.908 0.364046
## Dat$HeightM:Dat$Column3:Dat$Row36   2.41269   20.35823   0.119 0.905680
## Dat$HeightL:Dat$Column4:Dat$Row36        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row36        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row37  -8.11256   20.78094  -0.390 0.696316
## Dat$HeightM:Dat$Column2:Dat$Row37 -20.68081   20.35823  -1.016 0.309890
## Dat$HeightL:Dat$Column3:Dat$Row37   6.28878   20.78094   0.303 0.762226
## Dat$HeightM:Dat$Column3:Dat$Row37  11.25028   20.35823   0.553 0.580621
## Dat$HeightL:Dat$Column4:Dat$Row37        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row37        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row38   3.82869   20.78094   0.184 0.853853
## Dat$HeightM:Dat$Column2:Dat$Row38   4.25119   21.19521   0.201 0.841063
## Dat$HeightL:Dat$Column3:Dat$Row38 -12.65414   21.19521  -0.597 0.550592
## Dat$HeightM:Dat$Column3:Dat$Row38  22.71769   21.60155   1.052 0.293145
## Dat$HeightL:Dat$Column4:Dat$Row38        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row38        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row39   4.89861   20.35823   0.241 0.809887
## Dat$HeightM:Dat$Column2:Dat$Row39   1.45919   20.35823   0.072 0.942871
## Dat$HeightL:Dat$Column3:Dat$Row39 -23.55264   20.35823  -1.157 0.247520
## Dat$HeightM:Dat$Column3:Dat$Row39 -38.84581   20.35823  -1.908 0.056595
## Dat$HeightL:Dat$Column4:Dat$Row39        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row39        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row4    8.80019   19.92656   0.442 0.658829
## Dat$HeightM:Dat$Column2:Dat$Row4   -8.42422   20.35823  -0.414 0.679089
## Dat$HeightL:Dat$Column3:Dat$Row4    2.90544   19.92656   0.146 0.884096
## Dat$HeightM:Dat$Column3:Dat$Row4   22.35503   20.35823   1.098 0.272369
## Dat$HeightL:Dat$Column4:Dat$Row4         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row4         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row40 -59.41414   20.35823  -2.918 0.003578
## Dat$HeightM:Dat$Column2:Dat$Row40 -65.22831   20.35823  -3.204 0.001388
## Dat$HeightL:Dat$Column3:Dat$Row40 -52.02381   20.35823  -2.555 0.010718
## Dat$HeightM:Dat$Column3:Dat$Row40 -33.22697   20.35823  -1.632 0.102895
## Dat$HeightL:Dat$Column4:Dat$Row40        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row40        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row41   8.39222   19.35741   0.434 0.664693
## Dat$HeightM:Dat$Column2:Dat$Row41 -13.18806   19.48532  -0.677 0.498639
## Dat$HeightL:Dat$Column3:Dat$Row41   0.70147   19.35741   0.036 0.971098
## Dat$HeightM:Dat$Column3:Dat$Row41   6.53169   19.48532   0.335 0.737519
## Dat$HeightL:Dat$Column4:Dat$Row41   9.58671   21.02261   0.456 0.648452
## Dat$HeightM:Dat$Column4:Dat$Row41  19.85094   20.93972   0.948 0.343302
## Dat$HeightL:Dat$Column2:Dat$Row42   3.33186   20.78094   0.160 0.872644
## Dat$HeightM:Dat$Column2:Dat$Row42 -30.90569   20.10034  -1.538 0.124395
## Dat$HeightL:Dat$Column3:Dat$Row42   8.24311   20.78094   0.397 0.691678
## Dat$HeightM:Dat$Column3:Dat$Row42 -21.04494   20.10034  -1.047 0.295295
## Dat$HeightL:Dat$Column4:Dat$Row42        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row42        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row43   0.65594   20.35823   0.032 0.974301
## Dat$HeightM:Dat$Column2:Dat$Row43 -22.41872   20.35823  -1.101 0.271006
## Dat$HeightL:Dat$Column3:Dat$Row43  -5.26881   21.19521  -0.249 0.803721
## Dat$HeightM:Dat$Column3:Dat$Row43  -0.09481   21.60155  -0.004 0.996499
## Dat$HeightL:Dat$Column4:Dat$Row43        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row43        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row44 -24.17697   21.19521  -1.141 0.254211
## Dat$HeightM:Dat$Column2:Dat$Row44 -20.14839   21.19521  -0.951 0.341977
## Dat$HeightL:Dat$Column3:Dat$Row44 -27.54639   21.19521  -1.300 0.193949
## Dat$HeightM:Dat$Column3:Dat$Row44   7.18519   21.19521   0.339 0.734663
## Dat$HeightL:Dat$Column4:Dat$Row44        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row44        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row45 -10.94256   20.35823  -0.538 0.591013
## Dat$HeightM:Dat$Column2:Dat$Row45 -44.56847   20.35823  -2.189 0.028757
## Dat$HeightL:Dat$Column3:Dat$Row45  -0.42689   20.35823  -0.021 0.983274
## Dat$HeightM:Dat$Column3:Dat$Row45 -14.96731   20.78094  -0.720 0.471504
## Dat$HeightL:Dat$Column4:Dat$Row45 -11.49140   20.72507  -0.554 0.579353
## Dat$HeightM:Dat$Column4:Dat$Row45 -36.10231   20.52029  -1.759 0.078751
## Dat$HeightL:Dat$Column2:Dat$Row46 -40.53297   21.60155  -1.876 0.060823
## Dat$HeightM:Dat$Column2:Dat$Row46 -64.24526   20.94763  -3.067 0.002207
## Dat$HeightL:Dat$Column3:Dat$Row46 -42.96306   21.60155  -1.989 0.046921
## Dat$HeightM:Dat$Column3:Dat$Row46 -41.62534   20.94763  -1.987 0.047117
## Dat$HeightL:Dat$Column4:Dat$Row46 -41.37157   21.94762  -1.885 0.059649
## Dat$HeightM:Dat$Column4:Dat$Row46 -40.90834   21.10516  -1.938 0.052800
## Dat$HeightL:Dat$Column2:Dat$Row47 -33.57972   20.35823  -1.649 0.099296
## Dat$HeightM:Dat$Column2:Dat$Row47 -36.54364   20.35823  -1.795 0.072879
## Dat$HeightL:Dat$Column3:Dat$Row47 -23.95856   19.92656  -1.202 0.229447
## Dat$HeightM:Dat$Column3:Dat$Row47 -50.79456   20.35823  -2.495 0.012716
## Dat$HeightL:Dat$Column4:Dat$Row47 -18.10782   21.14045  -0.857 0.391851
## Dat$HeightM:Dat$Column4:Dat$Row47  -5.96689   20.52029  -0.291 0.771265
## Dat$HeightL:Dat$Column2:Dat$Row48 -13.64489   21.19521  -0.644 0.519836
## Dat$HeightM:Dat$Column2:Dat$Row48 -27.96231   21.19521  -1.319 0.187307
## Dat$HeightL:Dat$Column3:Dat$Row48 -27.35709   19.66300  -1.391 0.164371
## Dat$HeightM:Dat$Column3:Dat$Row48  -7.14181   20.35823  -0.351 0.725790
## Dat$HeightL:Dat$Column4:Dat$Row48        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row48        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row49  10.72811   20.35823   0.527 0.598306
## Dat$HeightM:Dat$Column2:Dat$Row49  -2.85381   20.35823  -0.140 0.888540
## Dat$HeightL:Dat$Column3:Dat$Row49  24.00569   20.35823   1.179 0.238546
## Dat$HeightM:Dat$Column3:Dat$Row49  14.64903   20.35823   0.720 0.471922
## Dat$HeightL:Dat$Column4:Dat$Row49  19.64693   20.72507   0.948 0.343315
## Dat$HeightM:Dat$Column4:Dat$Row49   9.08452   20.52029   0.443 0.658049
## Dat$HeightL:Dat$Column2:Dat$Row5  -16.90822   20.78094  -0.814 0.415998
## Dat$HeightM:Dat$Column2:Dat$Row5  -13.63514   20.35823  -0.670 0.503128
## Dat$HeightL:Dat$Column3:Dat$Row5  -39.93481   20.78094  -1.922 0.054859
## Dat$HeightM:Dat$Column3:Dat$Row5  -11.20322   20.35823  -0.550 0.582204
## Dat$HeightL:Dat$Column4:Dat$Row5         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row5         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row50  -5.29357   18.43044  -0.287 0.773990
## Dat$HeightM:Dat$Column2:Dat$Row50 -39.59000   18.67149  -2.120 0.034164
## Dat$HeightL:Dat$Column3:Dat$Row50  11.73526   18.43044   0.637 0.524410
## Dat$HeightM:Dat$Column3:Dat$Row50  -7.26466   18.67149  -0.389 0.697282
## Dat$HeightL:Dat$Column4:Dat$Row50        NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row50        NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row6  -30.30514   20.35823  -1.489 0.136834
## Dat$HeightM:Dat$Column2:Dat$Row6  -33.50456   20.35823  -1.646 0.100055
## Dat$HeightL:Dat$Column3:Dat$Row6  -34.96931   20.35823  -1.718 0.086087
## Dat$HeightM:Dat$Column3:Dat$Row6    2.94403   20.35823   0.145 0.885040
## Dat$HeightL:Dat$Column4:Dat$Row6         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row6         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row7  -12.50106   20.35823  -0.614 0.539286
## Dat$HeightM:Dat$Column2:Dat$Row7  -53.45247   20.35823  -2.626 0.008750
## Dat$HeightL:Dat$Column3:Dat$Row7  -49.86822   20.35823  -2.450 0.014434
## Dat$HeightM:Dat$Column3:Dat$Row7  -32.60014   20.35823  -1.601 0.109546
## Dat$HeightL:Dat$Column4:Dat$Row7         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row7         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row8  -39.09747   20.35823  -1.920 0.055014
## Dat$HeightM:Dat$Column2:Dat$Row8  -36.99064   20.35823  -1.817 0.069447
## Dat$HeightL:Dat$Column3:Dat$Row8    3.63803   20.35823   0.179 0.858200
## Dat$HeightM:Dat$Column3:Dat$Row8    5.55961   20.35823   0.273 0.784828
## Dat$HeightL:Dat$Column4:Dat$Row8         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row8         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row9  -14.11614   20.35823  -0.693 0.488189
## Dat$HeightM:Dat$Column2:Dat$Row9  -16.28231   20.35823  -0.800 0.423977
## Dat$HeightL:Dat$Column3:Dat$Row9    1.83961   19.92656   0.092 0.926458
## Dat$HeightM:Dat$Column3:Dat$Row9    4.40169   19.92656   0.221 0.825208
## Dat$HeightL:Dat$Column4:Dat$Row9         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row9         NA         NA      NA       NA
##                                      
## (Intercept)                       .  
## Dat$HeightL                       *  
## Dat$HeightM                       .  
## Dat$Column2                          
## Dat$Column3                          
## Dat$Column4                          
## Dat$Row10                            
## Dat$Row11                         ** 
## Dat$Row12                            
## Dat$Row13                            
## Dat$Row14                            
## Dat$Row15                            
## Dat$Row16                            
## Dat$Row17                            
## Dat$Row18                         *  
## Dat$Row19                         .  
## Dat$Row2                             
## Dat$Row20                            
## Dat$Row21                            
## Dat$Row22                         ** 
## Dat$Row23                            
## Dat$Row24                         *  
## Dat$Row25                         *  
## Dat$Row26                            
## Dat$Row27                            
## Dat$Row28                         *  
## Dat$Row29                            
## Dat$Row3                          .  
## Dat$Row30                         *  
## Dat$Row31                         .  
## Dat$Row32                            
## Dat$Row33                         *  
## Dat$Row34                            
## Dat$Row35                            
## Dat$Row36                            
## Dat$Row37                            
## Dat$Row38                            
## Dat$Row39                            
## Dat$Row4                             
## Dat$Row40                         ** 
## Dat$Row41                            
## Dat$Row42                            
## Dat$Row43                            
## Dat$Row44                            
## Dat$Row45                            
## Dat$Row46                         *  
## Dat$Row47                            
## Dat$Row48                            
## Dat$Row49                            
## Dat$Row5                             
## Dat$Row50                            
## Dat$Row6                             
## Dat$Row7                          ** 
## Dat$Row8                             
## Dat$Row9                             
## Dat$HeightL:Dat$Column2              
## Dat$HeightM:Dat$Column2           *  
## Dat$HeightL:Dat$Column3              
## Dat$HeightM:Dat$Column3              
## Dat$HeightL:Dat$Column4              
## Dat$HeightM:Dat$Column4              
## Dat$HeightL:Dat$Row10                
## Dat$HeightM:Dat$Row10                
## Dat$HeightL:Dat$Row11             ** 
## Dat$HeightM:Dat$Row11             *  
## Dat$HeightL:Dat$Row12                
## Dat$HeightM:Dat$Row12                
## Dat$HeightL:Dat$Row13                
## Dat$HeightM:Dat$Row13                
## Dat$HeightL:Dat$Row14                
## Dat$HeightM:Dat$Row14                
## Dat$HeightL:Dat$Row15                
## Dat$HeightM:Dat$Row15                
## Dat$HeightL:Dat$Row16                
## Dat$HeightM:Dat$Row16                
## Dat$HeightL:Dat$Row17                
## Dat$HeightM:Dat$Row17                
## Dat$HeightL:Dat$Row18             .  
## Dat$HeightM:Dat$Row18                
## Dat$HeightL:Dat$Row19             *  
## Dat$HeightM:Dat$Row19             .  
## Dat$HeightL:Dat$Row2                 
## Dat$HeightM:Dat$Row2                 
## Dat$HeightL:Dat$Row20             .  
## Dat$HeightM:Dat$Row20                
## Dat$HeightL:Dat$Row21             .  
## Dat$HeightM:Dat$Row21                
## Dat$HeightL:Dat$Row22             ** 
## Dat$HeightM:Dat$Row22             *  
## Dat$HeightL:Dat$Row23                
## Dat$HeightM:Dat$Row23                
## Dat$HeightL:Dat$Row24                
## Dat$HeightM:Dat$Row24             *  
## Dat$HeightL:Dat$Row25             .  
## Dat$HeightM:Dat$Row25             *  
## Dat$HeightL:Dat$Row26                
## Dat$HeightM:Dat$Row26                
## Dat$HeightL:Dat$Row27                
## Dat$HeightM:Dat$Row27                
## Dat$HeightL:Dat$Row28             ** 
## Dat$HeightM:Dat$Row28             *  
## Dat$HeightL:Dat$Row29                
## Dat$HeightM:Dat$Row29                
## Dat$HeightL:Dat$Row3                 
## Dat$HeightM:Dat$Row3              *  
## Dat$HeightL:Dat$Row30             ** 
## Dat$HeightM:Dat$Row30             *  
## Dat$HeightL:Dat$Row31                
## Dat$HeightM:Dat$Row31                
## Dat$HeightL:Dat$Row32                
## Dat$HeightM:Dat$Row32                
## Dat$HeightL:Dat$Row33                
## Dat$HeightM:Dat$Row33                
## Dat$HeightL:Dat$Row34                
## Dat$HeightM:Dat$Row34                
## Dat$HeightL:Dat$Row35             .  
## Dat$HeightM:Dat$Row35                
## Dat$HeightL:Dat$Row36             *  
## Dat$HeightM:Dat$Row36                
## Dat$HeightL:Dat$Row37                
## Dat$HeightM:Dat$Row37                
## Dat$HeightL:Dat$Row38                
## Dat$HeightM:Dat$Row38                
## Dat$HeightL:Dat$Row39                
## Dat$HeightM:Dat$Row39                
## Dat$HeightL:Dat$Row4                 
## Dat$HeightM:Dat$Row4                 
## Dat$HeightL:Dat$Row40             ***
## Dat$HeightM:Dat$Row40             ** 
## Dat$HeightL:Dat$Row41                
## Dat$HeightM:Dat$Row41                
## Dat$HeightL:Dat$Row42                
## Dat$HeightM:Dat$Row42                
## Dat$HeightL:Dat$Row43                
## Dat$HeightM:Dat$Row43                
## Dat$HeightL:Dat$Row44                
## Dat$HeightM:Dat$Row44                
## Dat$HeightL:Dat$Row45                
## Dat$HeightM:Dat$Row45             .  
## Dat$HeightL:Dat$Row46             *  
## Dat$HeightM:Dat$Row46             ** 
## Dat$HeightL:Dat$Row47             .  
## Dat$HeightM:Dat$Row47                
## Dat$HeightL:Dat$Row48                
## Dat$HeightM:Dat$Row48                
## Dat$HeightL:Dat$Row49                
## Dat$HeightM:Dat$Row49                
## Dat$HeightL:Dat$Row5                 
## Dat$HeightM:Dat$Row5                 
## Dat$HeightL:Dat$Row50                
## Dat$HeightM:Dat$Row50             *  
## Dat$HeightL:Dat$Row6                 
## Dat$HeightM:Dat$Row6                 
## Dat$HeightL:Dat$Row7              ** 
## Dat$HeightM:Dat$Row7              ** 
## Dat$HeightL:Dat$Row8                 
## Dat$HeightM:Dat$Row8                 
## Dat$HeightL:Dat$Row9                 
## Dat$HeightM:Dat$Row9                 
## Dat$Column2:Dat$Row10                
## Dat$Column3:Dat$Row10                
## Dat$Column4:Dat$Row10                
## Dat$Column2:Dat$Row11                
## Dat$Column3:Dat$Row11             *  
## Dat$Column4:Dat$Row11                
## Dat$Column2:Dat$Row12                
## Dat$Column3:Dat$Row12                
## Dat$Column4:Dat$Row12                
## Dat$Column2:Dat$Row13                
## Dat$Column3:Dat$Row13                
## Dat$Column4:Dat$Row13                
## Dat$Column2:Dat$Row14                
## Dat$Column3:Dat$Row14                
## Dat$Column4:Dat$Row14                
## Dat$Column2:Dat$Row15                
## Dat$Column3:Dat$Row15                
## Dat$Column4:Dat$Row15                
## Dat$Column2:Dat$Row16                
## Dat$Column3:Dat$Row16                
## Dat$Column4:Dat$Row16                
## Dat$Column2:Dat$Row17                
## Dat$Column3:Dat$Row17                
## Dat$Column4:Dat$Row17                
## Dat$Column2:Dat$Row18                
## Dat$Column3:Dat$Row18             .  
## Dat$Column4:Dat$Row18                
## Dat$Column2:Dat$Row19                
## Dat$Column3:Dat$Row19                
## Dat$Column4:Dat$Row19                
## Dat$Column2:Dat$Row2                 
## Dat$Column3:Dat$Row2                 
## Dat$Column4:Dat$Row2                 
## Dat$Column2:Dat$Row20                
## Dat$Column3:Dat$Row20                
## Dat$Column4:Dat$Row20                
## Dat$Column2:Dat$Row21                
## Dat$Column3:Dat$Row21                
## Dat$Column4:Dat$Row21                
## Dat$Column2:Dat$Row22             *  
## Dat$Column3:Dat$Row22                
## Dat$Column4:Dat$Row22                
## Dat$Column2:Dat$Row23                
## Dat$Column3:Dat$Row23                
## Dat$Column4:Dat$Row23                
## Dat$Column2:Dat$Row24                
## Dat$Column3:Dat$Row24             .  
## Dat$Column4:Dat$Row24                
## Dat$Column2:Dat$Row25                
## Dat$Column3:Dat$Row25                
## Dat$Column4:Dat$Row25                
## Dat$Column2:Dat$Row26                
## Dat$Column3:Dat$Row26                
## Dat$Column4:Dat$Row26                
## Dat$Column2:Dat$Row27                
## Dat$Column3:Dat$Row27                
## Dat$Column4:Dat$Row27                
## Dat$Column2:Dat$Row28                
## Dat$Column3:Dat$Row28                
## Dat$Column4:Dat$Row28                
## Dat$Column2:Dat$Row29                
## Dat$Column3:Dat$Row29                
## Dat$Column4:Dat$Row29                
## Dat$Column2:Dat$Row3              .  
## Dat$Column3:Dat$Row3              ** 
## Dat$Column4:Dat$Row3                 
## Dat$Column2:Dat$Row30                
## Dat$Column3:Dat$Row30                
## Dat$Column4:Dat$Row30                
## Dat$Column2:Dat$Row31                
## Dat$Column3:Dat$Row31                
## Dat$Column4:Dat$Row31                
## Dat$Column2:Dat$Row32                
## Dat$Column3:Dat$Row32                
## Dat$Column4:Dat$Row32                
## Dat$Column2:Dat$Row33                
## Dat$Column3:Dat$Row33             *  
## Dat$Column4:Dat$Row33                
## Dat$Column2:Dat$Row34                
## Dat$Column3:Dat$Row34                
## Dat$Column4:Dat$Row34                
## Dat$Column2:Dat$Row35                
## Dat$Column3:Dat$Row35                
## Dat$Column4:Dat$Row35                
## Dat$Column2:Dat$Row36                
## Dat$Column3:Dat$Row36                
## Dat$Column4:Dat$Row36                
## Dat$Column2:Dat$Row37                
## Dat$Column3:Dat$Row37                
## Dat$Column4:Dat$Row37                
## Dat$Column2:Dat$Row38                
## Dat$Column3:Dat$Row38                
## Dat$Column4:Dat$Row38                
## Dat$Column2:Dat$Row39                
## Dat$Column3:Dat$Row39                
## Dat$Column4:Dat$Row39                
## Dat$Column2:Dat$Row4                 
## Dat$Column3:Dat$Row4                 
## Dat$Column4:Dat$Row4                 
## Dat$Column2:Dat$Row40             ** 
## Dat$Column3:Dat$Row40             *  
## Dat$Column4:Dat$Row40                
## Dat$Column2:Dat$Row41                
## Dat$Column3:Dat$Row41                
## Dat$Column4:Dat$Row41                
## Dat$Column2:Dat$Row42                
## Dat$Column3:Dat$Row42                
## Dat$Column4:Dat$Row42                
## Dat$Column2:Dat$Row43                
## Dat$Column3:Dat$Row43                
## Dat$Column4:Dat$Row43                
## Dat$Column2:Dat$Row44                
## Dat$Column3:Dat$Row44                
## Dat$Column4:Dat$Row44                
## Dat$Column2:Dat$Row45                
## Dat$Column3:Dat$Row45                
## Dat$Column4:Dat$Row45                
## Dat$Column2:Dat$Row46             *  
## Dat$Column3:Dat$Row46             *  
## Dat$Column4:Dat$Row46             .  
## Dat$Column2:Dat$Row47                
## Dat$Column3:Dat$Row47             *  
## Dat$Column4:Dat$Row47                
## Dat$Column2:Dat$Row48                
## Dat$Column3:Dat$Row48                
## Dat$Column4:Dat$Row48                
## Dat$Column2:Dat$Row49                
## Dat$Column3:Dat$Row49                
## Dat$Column4:Dat$Row49                
## Dat$Column2:Dat$Row5                 
## Dat$Column3:Dat$Row5              *  
## Dat$Column4:Dat$Row5                 
## Dat$Column2:Dat$Row50                
## Dat$Column3:Dat$Row50                
## Dat$Column4:Dat$Row50                
## Dat$Column2:Dat$Row6                 
## Dat$Column3:Dat$Row6                 
## Dat$Column4:Dat$Row6                 
## Dat$Column2:Dat$Row7                 
## Dat$Column3:Dat$Row7              ** 
## Dat$Column4:Dat$Row7                 
## Dat$Column2:Dat$Row8                 
## Dat$Column3:Dat$Row8                 
## Dat$Column4:Dat$Row8                 
## Dat$Column2:Dat$Row9                 
## Dat$Column3:Dat$Row9                 
## Dat$Column4:Dat$Row9                 
## Dat$HeightL:Dat$Column2:Dat$Row10    
## Dat$HeightM:Dat$Column2:Dat$Row10    
## Dat$HeightL:Dat$Column3:Dat$Row10    
## Dat$HeightM:Dat$Column3:Dat$Row10    
## Dat$HeightL:Dat$Column4:Dat$Row10    
## Dat$HeightM:Dat$Column4:Dat$Row10    
## Dat$HeightL:Dat$Column2:Dat$Row11    
## Dat$HeightM:Dat$Column2:Dat$Row11 .  
## Dat$HeightL:Dat$Column3:Dat$Row11    
## Dat$HeightM:Dat$Column3:Dat$Row11 .  
## Dat$HeightL:Dat$Column4:Dat$Row11    
## Dat$HeightM:Dat$Column4:Dat$Row11    
## Dat$HeightL:Dat$Column2:Dat$Row12    
## Dat$HeightM:Dat$Column2:Dat$Row12    
## Dat$HeightL:Dat$Column3:Dat$Row12    
## Dat$HeightM:Dat$Column3:Dat$Row12    
## Dat$HeightL:Dat$Column4:Dat$Row12    
## Dat$HeightM:Dat$Column4:Dat$Row12    
## Dat$HeightL:Dat$Column2:Dat$Row13    
## Dat$HeightM:Dat$Column2:Dat$Row13 *  
## Dat$HeightL:Dat$Column3:Dat$Row13    
## Dat$HeightM:Dat$Column3:Dat$Row13    
## Dat$HeightL:Dat$Column4:Dat$Row13    
## Dat$HeightM:Dat$Column4:Dat$Row13    
## Dat$HeightL:Dat$Column2:Dat$Row14    
## Dat$HeightM:Dat$Column2:Dat$Row14    
## Dat$HeightL:Dat$Column3:Dat$Row14    
## Dat$HeightM:Dat$Column3:Dat$Row14    
## Dat$HeightL:Dat$Column4:Dat$Row14    
## Dat$HeightM:Dat$Column4:Dat$Row14    
## Dat$HeightL:Dat$Column2:Dat$Row15    
## Dat$HeightM:Dat$Column2:Dat$Row15    
## Dat$HeightL:Dat$Column3:Dat$Row15    
## Dat$HeightM:Dat$Column3:Dat$Row15    
## Dat$HeightL:Dat$Column4:Dat$Row15    
## Dat$HeightM:Dat$Column4:Dat$Row15    
## Dat$HeightL:Dat$Column2:Dat$Row16    
## Dat$HeightM:Dat$Column2:Dat$Row16    
## Dat$HeightL:Dat$Column3:Dat$Row16    
## Dat$HeightM:Dat$Column3:Dat$Row16    
## Dat$HeightL:Dat$Column4:Dat$Row16    
## Dat$HeightM:Dat$Column4:Dat$Row16    
## Dat$HeightL:Dat$Column2:Dat$Row17    
## Dat$HeightM:Dat$Column2:Dat$Row17    
## Dat$HeightL:Dat$Column3:Dat$Row17    
## Dat$HeightM:Dat$Column3:Dat$Row17    
## Dat$HeightL:Dat$Column4:Dat$Row17    
## Dat$HeightM:Dat$Column4:Dat$Row17    
## Dat$HeightL:Dat$Column2:Dat$Row18    
## Dat$HeightM:Dat$Column2:Dat$Row18    
## Dat$HeightL:Dat$Column3:Dat$Row18    
## Dat$HeightM:Dat$Column3:Dat$Row18    
## Dat$HeightL:Dat$Column4:Dat$Row18    
## Dat$HeightM:Dat$Column4:Dat$Row18    
## Dat$HeightL:Dat$Column2:Dat$Row19    
## Dat$HeightM:Dat$Column2:Dat$Row19 *  
## Dat$HeightL:Dat$Column3:Dat$Row19    
## Dat$HeightM:Dat$Column3:Dat$Row19    
## Dat$HeightL:Dat$Column4:Dat$Row19    
## Dat$HeightM:Dat$Column4:Dat$Row19    
## Dat$HeightL:Dat$Column2:Dat$Row2     
## Dat$HeightM:Dat$Column2:Dat$Row2     
## Dat$HeightL:Dat$Column3:Dat$Row2     
## Dat$HeightM:Dat$Column3:Dat$Row2     
## Dat$HeightL:Dat$Column4:Dat$Row2     
## Dat$HeightM:Dat$Column4:Dat$Row2     
## Dat$HeightL:Dat$Column2:Dat$Row20    
## Dat$HeightM:Dat$Column2:Dat$Row20 *  
## Dat$HeightL:Dat$Column3:Dat$Row20    
## Dat$HeightM:Dat$Column3:Dat$Row20 .  
## Dat$HeightL:Dat$Column4:Dat$Row20    
## Dat$HeightM:Dat$Column4:Dat$Row20    
## Dat$HeightL:Dat$Column2:Dat$Row21 .  
## Dat$HeightM:Dat$Column2:Dat$Row21 *  
## Dat$HeightL:Dat$Column3:Dat$Row21    
## Dat$HeightM:Dat$Column3:Dat$Row21    
## Dat$HeightL:Dat$Column4:Dat$Row21    
## Dat$HeightM:Dat$Column4:Dat$Row21    
## Dat$HeightL:Dat$Column2:Dat$Row22 *  
## Dat$HeightM:Dat$Column2:Dat$Row22 ** 
## Dat$HeightL:Dat$Column3:Dat$Row22    
## Dat$HeightM:Dat$Column3:Dat$Row22    
## Dat$HeightL:Dat$Column4:Dat$Row22    
## Dat$HeightM:Dat$Column4:Dat$Row22    
## Dat$HeightL:Dat$Column2:Dat$Row23    
## Dat$HeightM:Dat$Column2:Dat$Row23    
## Dat$HeightL:Dat$Column3:Dat$Row23    
## Dat$HeightM:Dat$Column3:Dat$Row23    
## Dat$HeightL:Dat$Column4:Dat$Row23    
## Dat$HeightM:Dat$Column4:Dat$Row23    
## Dat$HeightL:Dat$Column2:Dat$Row24    
## Dat$HeightM:Dat$Column2:Dat$Row24 .  
## Dat$HeightL:Dat$Column3:Dat$Row24    
## Dat$HeightM:Dat$Column3:Dat$Row24    
## Dat$HeightL:Dat$Column4:Dat$Row24    
## Dat$HeightM:Dat$Column4:Dat$Row24    
## Dat$HeightL:Dat$Column2:Dat$Row25    
## Dat$HeightM:Dat$Column2:Dat$Row25 *  
## Dat$HeightL:Dat$Column3:Dat$Row25    
## Dat$HeightM:Dat$Column3:Dat$Row25    
## Dat$HeightL:Dat$Column4:Dat$Row25    
## Dat$HeightM:Dat$Column4:Dat$Row25    
## Dat$HeightL:Dat$Column2:Dat$Row26    
## Dat$HeightM:Dat$Column2:Dat$Row26    
## Dat$HeightL:Dat$Column3:Dat$Row26    
## Dat$HeightM:Dat$Column3:Dat$Row26    
## Dat$HeightL:Dat$Column4:Dat$Row26    
## Dat$HeightM:Dat$Column4:Dat$Row26    
## Dat$HeightL:Dat$Column2:Dat$Row27    
## Dat$HeightM:Dat$Column2:Dat$Row27    
## Dat$HeightL:Dat$Column3:Dat$Row27    
## Dat$HeightM:Dat$Column3:Dat$Row27    
## Dat$HeightL:Dat$Column4:Dat$Row27    
## Dat$HeightM:Dat$Column4:Dat$Row27    
## Dat$HeightL:Dat$Column2:Dat$Row28    
## Dat$HeightM:Dat$Column2:Dat$Row28 *  
## Dat$HeightL:Dat$Column3:Dat$Row28    
## Dat$HeightM:Dat$Column3:Dat$Row28    
## Dat$HeightL:Dat$Column4:Dat$Row28    
## Dat$HeightM:Dat$Column4:Dat$Row28    
## Dat$HeightL:Dat$Column2:Dat$Row29    
## Dat$HeightM:Dat$Column2:Dat$Row29    
## Dat$HeightL:Dat$Column3:Dat$Row29    
## Dat$HeightM:Dat$Column3:Dat$Row29    
## Dat$HeightL:Dat$Column4:Dat$Row29    
## Dat$HeightM:Dat$Column4:Dat$Row29    
## Dat$HeightL:Dat$Column2:Dat$Row3     
## Dat$HeightM:Dat$Column2:Dat$Row3  ***
## Dat$HeightL:Dat$Column3:Dat$Row3     
## Dat$HeightM:Dat$Column3:Dat$Row3  *  
## Dat$HeightL:Dat$Column4:Dat$Row3     
## Dat$HeightM:Dat$Column4:Dat$Row3     
## Dat$HeightL:Dat$Column2:Dat$Row30    
## Dat$HeightM:Dat$Column2:Dat$Row30 *  
## Dat$HeightL:Dat$Column3:Dat$Row30 .  
## Dat$HeightM:Dat$Column3:Dat$Row30 .  
## Dat$HeightL:Dat$Column4:Dat$Row30    
## Dat$HeightM:Dat$Column4:Dat$Row30    
## Dat$HeightL:Dat$Column2:Dat$Row31    
## Dat$HeightM:Dat$Column2:Dat$Row31    
## Dat$HeightL:Dat$Column3:Dat$Row31    
## Dat$HeightM:Dat$Column3:Dat$Row31    
## Dat$HeightL:Dat$Column4:Dat$Row31    
## Dat$HeightM:Dat$Column4:Dat$Row31    
## Dat$HeightL:Dat$Column2:Dat$Row32    
## Dat$HeightM:Dat$Column2:Dat$Row32    
## Dat$HeightL:Dat$Column3:Dat$Row32    
## Dat$HeightM:Dat$Column3:Dat$Row32    
## Dat$HeightL:Dat$Column4:Dat$Row32    
## Dat$HeightM:Dat$Column4:Dat$Row32    
## Dat$HeightL:Dat$Column2:Dat$Row33    
## Dat$HeightM:Dat$Column2:Dat$Row33    
## Dat$HeightL:Dat$Column3:Dat$Row33    
## Dat$HeightM:Dat$Column3:Dat$Row33 .  
## Dat$HeightL:Dat$Column4:Dat$Row33    
## Dat$HeightM:Dat$Column4:Dat$Row33    
## Dat$HeightL:Dat$Column2:Dat$Row34    
## Dat$HeightM:Dat$Column2:Dat$Row34    
## Dat$HeightL:Dat$Column3:Dat$Row34    
## Dat$HeightM:Dat$Column3:Dat$Row34    
## Dat$HeightL:Dat$Column4:Dat$Row34    
## Dat$HeightM:Dat$Column4:Dat$Row34    
## Dat$HeightL:Dat$Column2:Dat$Row35    
## Dat$HeightM:Dat$Column2:Dat$Row35    
## Dat$HeightL:Dat$Column3:Dat$Row35    
## Dat$HeightM:Dat$Column3:Dat$Row35    
## Dat$HeightL:Dat$Column4:Dat$Row35    
## Dat$HeightM:Dat$Column4:Dat$Row35    
## Dat$HeightL:Dat$Column2:Dat$Row36    
## Dat$HeightM:Dat$Column2:Dat$Row36 .  
## Dat$HeightL:Dat$Column3:Dat$Row36    
## Dat$HeightM:Dat$Column3:Dat$Row36    
## Dat$HeightL:Dat$Column4:Dat$Row36    
## Dat$HeightM:Dat$Column4:Dat$Row36    
## Dat$HeightL:Dat$Column2:Dat$Row37    
## Dat$HeightM:Dat$Column2:Dat$Row37    
## Dat$HeightL:Dat$Column3:Dat$Row37    
## Dat$HeightM:Dat$Column3:Dat$Row37    
## Dat$HeightL:Dat$Column4:Dat$Row37    
## Dat$HeightM:Dat$Column4:Dat$Row37    
## Dat$HeightL:Dat$Column2:Dat$Row38    
## Dat$HeightM:Dat$Column2:Dat$Row38    
## Dat$HeightL:Dat$Column3:Dat$Row38    
## Dat$HeightM:Dat$Column3:Dat$Row38    
## Dat$HeightL:Dat$Column4:Dat$Row38    
## Dat$HeightM:Dat$Column4:Dat$Row38    
## Dat$HeightL:Dat$Column2:Dat$Row39    
## Dat$HeightM:Dat$Column2:Dat$Row39    
## Dat$HeightL:Dat$Column3:Dat$Row39    
## Dat$HeightM:Dat$Column3:Dat$Row39 .  
## Dat$HeightL:Dat$Column4:Dat$Row39    
## Dat$HeightM:Dat$Column4:Dat$Row39    
## Dat$HeightL:Dat$Column2:Dat$Row4     
## Dat$HeightM:Dat$Column2:Dat$Row4     
## Dat$HeightL:Dat$Column3:Dat$Row4     
## Dat$HeightM:Dat$Column3:Dat$Row4     
## Dat$HeightL:Dat$Column4:Dat$Row4     
## Dat$HeightM:Dat$Column4:Dat$Row4     
## Dat$HeightL:Dat$Column2:Dat$Row40 ** 
## Dat$HeightM:Dat$Column2:Dat$Row40 ** 
## Dat$HeightL:Dat$Column3:Dat$Row40 *  
## Dat$HeightM:Dat$Column3:Dat$Row40    
## Dat$HeightL:Dat$Column4:Dat$Row40    
## Dat$HeightM:Dat$Column4:Dat$Row40    
## Dat$HeightL:Dat$Column2:Dat$Row41    
## Dat$HeightM:Dat$Column2:Dat$Row41    
## Dat$HeightL:Dat$Column3:Dat$Row41    
## Dat$HeightM:Dat$Column3:Dat$Row41    
## Dat$HeightL:Dat$Column4:Dat$Row41    
## Dat$HeightM:Dat$Column4:Dat$Row41    
## Dat$HeightL:Dat$Column2:Dat$Row42    
## Dat$HeightM:Dat$Column2:Dat$Row42    
## Dat$HeightL:Dat$Column3:Dat$Row42    
## Dat$HeightM:Dat$Column3:Dat$Row42    
## Dat$HeightL:Dat$Column4:Dat$Row42    
## Dat$HeightM:Dat$Column4:Dat$Row42    
## Dat$HeightL:Dat$Column2:Dat$Row43    
## Dat$HeightM:Dat$Column2:Dat$Row43    
## Dat$HeightL:Dat$Column3:Dat$Row43    
## Dat$HeightM:Dat$Column3:Dat$Row43    
## Dat$HeightL:Dat$Column4:Dat$Row43    
## Dat$HeightM:Dat$Column4:Dat$Row43    
## Dat$HeightL:Dat$Column2:Dat$Row44    
## Dat$HeightM:Dat$Column2:Dat$Row44    
## Dat$HeightL:Dat$Column3:Dat$Row44    
## Dat$HeightM:Dat$Column3:Dat$Row44    
## Dat$HeightL:Dat$Column4:Dat$Row44    
## Dat$HeightM:Dat$Column4:Dat$Row44    
## Dat$HeightL:Dat$Column2:Dat$Row45    
## Dat$HeightM:Dat$Column2:Dat$Row45 *  
## Dat$HeightL:Dat$Column3:Dat$Row45    
## Dat$HeightM:Dat$Column3:Dat$Row45    
## Dat$HeightL:Dat$Column4:Dat$Row45    
## Dat$HeightM:Dat$Column4:Dat$Row45 .  
## Dat$HeightL:Dat$Column2:Dat$Row46 .  
## Dat$HeightM:Dat$Column2:Dat$Row46 ** 
## Dat$HeightL:Dat$Column3:Dat$Row46 *  
## Dat$HeightM:Dat$Column3:Dat$Row46 *  
## Dat$HeightL:Dat$Column4:Dat$Row46 .  
## Dat$HeightM:Dat$Column4:Dat$Row46 .  
## Dat$HeightL:Dat$Column2:Dat$Row47 .  
## Dat$HeightM:Dat$Column2:Dat$Row47 .  
## Dat$HeightL:Dat$Column3:Dat$Row47    
## Dat$HeightM:Dat$Column3:Dat$Row47 *  
## Dat$HeightL:Dat$Column4:Dat$Row47    
## Dat$HeightM:Dat$Column4:Dat$Row47    
## Dat$HeightL:Dat$Column2:Dat$Row48    
## Dat$HeightM:Dat$Column2:Dat$Row48    
## Dat$HeightL:Dat$Column3:Dat$Row48    
## Dat$HeightM:Dat$Column3:Dat$Row48    
## Dat$HeightL:Dat$Column4:Dat$Row48    
## Dat$HeightM:Dat$Column4:Dat$Row48    
## Dat$HeightL:Dat$Column2:Dat$Row49    
## Dat$HeightM:Dat$Column2:Dat$Row49    
## Dat$HeightL:Dat$Column3:Dat$Row49    
## Dat$HeightM:Dat$Column3:Dat$Row49    
## Dat$HeightL:Dat$Column4:Dat$Row49    
## Dat$HeightM:Dat$Column4:Dat$Row49    
## Dat$HeightL:Dat$Column2:Dat$Row5     
## Dat$HeightM:Dat$Column2:Dat$Row5     
## Dat$HeightL:Dat$Column3:Dat$Row5  .  
## Dat$HeightM:Dat$Column3:Dat$Row5     
## Dat$HeightL:Dat$Column4:Dat$Row5     
## Dat$HeightM:Dat$Column4:Dat$Row5     
## Dat$HeightL:Dat$Column2:Dat$Row50    
## Dat$HeightM:Dat$Column2:Dat$Row50 *  
## Dat$HeightL:Dat$Column3:Dat$Row50    
## Dat$HeightM:Dat$Column3:Dat$Row50    
## Dat$HeightL:Dat$Column4:Dat$Row50    
## Dat$HeightM:Dat$Column4:Dat$Row50    
## Dat$HeightL:Dat$Column2:Dat$Row6     
## Dat$HeightM:Dat$Column2:Dat$Row6     
## Dat$HeightL:Dat$Column3:Dat$Row6  .  
## Dat$HeightM:Dat$Column3:Dat$Row6     
## Dat$HeightL:Dat$Column4:Dat$Row6     
## Dat$HeightM:Dat$Column4:Dat$Row6     
## Dat$HeightL:Dat$Column2:Dat$Row7     
## Dat$HeightM:Dat$Column2:Dat$Row7  ** 
## Dat$HeightL:Dat$Column3:Dat$Row7  *  
## Dat$HeightM:Dat$Column3:Dat$Row7     
## Dat$HeightL:Dat$Column4:Dat$Row7     
## Dat$HeightM:Dat$Column4:Dat$Row7     
## Dat$HeightL:Dat$Column2:Dat$Row8  .  
## Dat$HeightM:Dat$Column2:Dat$Row8  .  
## Dat$HeightL:Dat$Column3:Dat$Row8     
## Dat$HeightM:Dat$Column3:Dat$Row8     
## Dat$HeightL:Dat$Column4:Dat$Row8     
## Dat$HeightM:Dat$Column4:Dat$Row8     
## Dat$HeightL:Dat$Column2:Dat$Row9     
## Dat$HeightM:Dat$Column2:Dat$Row9     
## Dat$HeightL:Dat$Column3:Dat$Row9     
## Dat$HeightM:Dat$Column3:Dat$Row9     
## Dat$HeightL:Dat$Column4:Dat$Row9     
## Dat$HeightM:Dat$Column4:Dat$Row9     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 14.45 on 1313 degrees of freedom
## Multiple R-squared:  0.2914, Adjusted R-squared:  0.03452 
## F-statistic: 1.134 on 476 and 1313 DF,  p-value: 0.04518
## Analysis of Variance Table
## 
## Response: Dat$Flav5
##                                 Df Sum Sq  Mean Sq F value    Pr(>F)    
## Dat$Height                       2  0.001 0.000562  0.0115  0.988538    
## Dat$Column                       3  0.011 0.003615  0.0742  0.973871    
## Dat$Row                         49  0.214 0.004364  0.0895  1.000000    
## Dat$Height:Dat$Column            6  1.000 0.166608  3.4182  0.002368 ** 
## Dat$Height:Dat$Row              98  5.708 0.058249  1.1951  0.100948    
## Dat$Column:Dat$Row             106 14.742 0.139078  2.8534 < 2.2e-16 ***
## Dat$Height:Dat$Column:Dat$Row  212 12.986 0.061253  1.2567  0.011685 *  
## Residuals                     1313 63.997 0.048741                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Dat$Flav5 ~ Dat$Height * Dat$Column * Dat$Row)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -0.8110 -0.1110  0.0030  0.1157  0.6850 
## 
## Coefficients: (123 not defined because of singularities)
##                                     Estimate Std. Error t value Pr(>|t|)
## (Intercept)                       -0.0083366  0.0780556  -0.107 0.914961
## Dat$HeightL                        0.1116191  0.1072771   1.040 0.298311
## Dat$HeightM                        0.0090275  0.1072771   0.084 0.932949
## Dat$Column2                       -0.0221028  0.1494650  -0.148 0.882461
## Dat$Column3                       -0.0812977  0.1494650  -0.544 0.586586
## Dat$Column4                        0.1883679  0.1494650   1.260 0.207792
## Dat$Row10                         -0.0302292  0.1351962  -0.224 0.823107
## Dat$Row11                         -0.0658848  0.1103872  -0.597 0.550709
## Dat$Row12                         -0.0214896  0.1494650  -0.144 0.885699
## Dat$Row13                         -0.6563886  0.1745375  -3.761 0.000177
## Dat$Row14                          0.0277367  0.1494650   0.186 0.852808
## Dat$Row15                         -0.0564451  0.1494650  -0.378 0.705754
## Dat$Row16                         -0.0013542  0.1494650  -0.009 0.992773
## Dat$Row17                          0.2994970  0.2015386   1.486 0.137505
## Dat$Row18                          0.1438792  0.1494650   0.963 0.335912
## Dat$Row19                         -0.0534451  0.1494650  -0.358 0.720718
## Dat$Row2                          -0.1085663  0.1494650  -0.726 0.467744
## Dat$Row20                          0.0398706  0.1494650   0.267 0.789699
## Dat$Row21                          0.0211256  0.1351962   0.156 0.875853
## Dat$Row22                          0.1036155  0.1494650   0.693 0.488280
## Dat$Row23                          0.2365606  0.1494650   1.583 0.113727
## Dat$Row24                          0.0523428  0.1494650   0.350 0.726244
## Dat$Row25                          0.0970398  0.1494650   0.649 0.516292
## Dat$Row26                          0.1062910  0.1745375   0.609 0.542639
## Dat$Row27                          0.0496771  0.1494650   0.332 0.739666
## Dat$Row28                         -0.2526875  0.1494650  -1.691 0.091148
## Dat$Row29                          0.0990937  0.1494650   0.663 0.507454
## Dat$Row3                          -0.0191117  0.1494650  -0.128 0.898273
## Dat$Row30                          0.1474125  0.1494650   0.986 0.324184
## Dat$Row31                         -0.0473251  0.1103872  -0.429 0.668198
## Dat$Row32                         -0.0437936  0.1494650  -0.293 0.769567
## Dat$Row33                         -0.2455663  0.1494650  -1.643 0.100629
## Dat$Row34                         -0.3332102  0.1494650  -2.229 0.025959
## Dat$Row35                          0.0730625  0.1351962   0.540 0.589000
## Dat$Row36                         -0.2841354  0.1494650  -1.901 0.057519
## Dat$Row37                          0.0288646  0.1494650   0.193 0.846895
## Dat$Row38                         -0.0407251  0.1745375  -0.233 0.815540
## Dat$Row39                          0.0344034  0.1494650   0.230 0.817990
## Dat$Row4                           0.0726307  0.1351962   0.537 0.591204
## Dat$Row40                         -0.1368996  0.1494650  -0.916 0.359871
## Dat$Row41                         -0.0234659  0.1351962  -0.174 0.862231
## Dat$Row42                         -0.2220208  0.1494650  -1.485 0.137668
## Dat$Row43                          0.1659254  0.1494650   1.110 0.267147
## Dat$Row44                          0.1478958  0.1745375   0.847 0.396950
## Dat$Row45                          0.0803047  0.1494650   0.537 0.591164
## Dat$Row46                          0.0098551  0.1745375   0.056 0.954981
## Dat$Row47                          0.0606768  0.1494650   0.406 0.684838
## Dat$Row48                          0.0162822  0.1494650   0.109 0.913270
## Dat$Row49                          0.0419792  0.1494650   0.281 0.778860
## Dat$Row5                          -0.0980729  0.1494650  -0.656 0.511836
## Dat$Row50                         -0.0455428  0.1103872  -0.413 0.679987
## Dat$Row6                           0.0761004  0.1494650   0.509 0.610731
## Dat$Row7                          -0.3267481  0.1494650  -2.186 0.028983
## Dat$Row8                           0.0344034  0.1494650   0.230 0.817990
## Dat$Row9                           0.0479301  0.1494650   0.321 0.748505
## Dat$HeightL:Dat$Column2            0.0469306  0.1998521   0.235 0.814380
## Dat$HeightM:Dat$Column2           -0.0519028  0.1998521  -0.260 0.795131
## Dat$HeightL:Dat$Column3           -0.2472361  0.1998521  -1.237 0.216273
## Dat$HeightM:Dat$Column3           -0.0685694  0.1998521  -0.343 0.731577
## Dat$HeightL:Dat$Column4           -0.4407833  0.2084732  -2.114 0.034674
## Dat$HeightM:Dat$Column4           -0.3727619  0.2036865  -1.830 0.067465
## Dat$HeightL:Dat$Row10              0.0545139  0.1894177   0.288 0.773547
## Dat$HeightM:Dat$Row10             -0.2737361  0.1998521  -1.370 0.171017
## Dat$HeightL:Dat$Row11             -0.2007361  0.1499173  -1.339 0.180809
## Dat$HeightM:Dat$Row11              0.0205972  0.1517127   0.136 0.892028
## Dat$HeightL:Dat$Row12             -0.1463194  0.1998521  -0.732 0.464215
## Dat$HeightM:Dat$Row12             -0.1346528  0.1998521  -0.674 0.500581
## Dat$HeightL:Dat$Row13              0.4302639  0.2192360   1.963 0.049908
## Dat$HeightM:Dat$Row13              0.6211806  0.2192360   2.833 0.004676
## Dat$HeightL:Dat$Row14             -0.2163194  0.1998521  -1.082 0.279275
## Dat$HeightM:Dat$Row14              0.1363472  0.1998521   0.682 0.495207
## Dat$HeightL:Dat$Row15             -0.1389028  0.1998521  -0.695 0.487161
## Dat$HeightM:Dat$Row15              0.2022639  0.1998521   1.012 0.311692
## Dat$HeightL:Dat$Row16             -0.1265694  0.2283116  -0.554 0.579419
## Dat$HeightM:Dat$Row16              0.0825972  0.2097680   0.394 0.693826
## Dat$HeightL:Dat$Row17             -0.0745000  0.2549284  -0.292 0.770150
## Dat$HeightM:Dat$Row17             -0.0915000  0.2549284  -0.359 0.719709
## Dat$HeightL:Dat$Row18             -0.1597361  0.1998521  -0.799 0.424277
## Dat$HeightM:Dat$Row18             -0.0568194  0.1998521  -0.284 0.776220
## Dat$HeightL:Dat$Row19              0.2251806  0.1998521   1.127 0.260060
## Dat$HeightM:Dat$Row19              0.0275972  0.1998521   0.138 0.890192
## Dat$HeightL:Dat$Row2               0.0434306  0.1998521   0.217 0.827998
## Dat$HeightM:Dat$Row2              -0.0494028  0.1998521  -0.247 0.804795
## Dat$HeightL:Dat$Row20              0.0553472  0.1998521   0.277 0.781869
## Dat$HeightM:Dat$Row20              0.0932639  0.1998521   0.467 0.640817
## Dat$HeightL:Dat$Row21             -0.3066528  0.1783740  -1.719 0.085822
## Dat$HeightM:Dat$Row21             -0.0788194  0.1828715  -0.431 0.666532
## Dat$HeightL:Dat$Row22             -0.1840694  0.1998521  -0.921 0.357205
## Dat$HeightM:Dat$Row22             -0.1484028  0.1998521  -0.743 0.457879
## Dat$HeightL:Dat$Row23             -0.0663194  0.1998521  -0.332 0.740061
## Dat$HeightM:Dat$Row23              0.1665972  0.2097680   0.794 0.427224
## Dat$HeightL:Dat$Row24             -0.1087361  0.1998521  -0.544 0.586477
## Dat$HeightM:Dat$Row24              0.0075306  0.1936589   0.039 0.968987
## Dat$HeightL:Dat$Row25             -0.0592361  0.1998521  -0.296 0.766972
## Dat$HeightM:Dat$Row25              0.0331806  0.1998521   0.166 0.868162
## Dat$HeightL:Dat$Row26              0.1402639  0.2192360   0.640 0.522424
## Dat$HeightM:Dat$Row26             -0.1353194  0.2192360  -0.617 0.537189
## Dat$HeightL:Dat$Row27             -0.2877361  0.1998521  -1.440 0.150178
## Dat$HeightM:Dat$Row27              0.1744306  0.1998521   0.873 0.382933
## Dat$HeightL:Dat$Row28              0.1101806  0.1998521   0.551 0.581515
## Dat$HeightM:Dat$Row28              0.0025972  0.1998521   0.013 0.989633
## Dat$HeightL:Dat$Row29             -0.3611528  0.1998521  -1.807 0.070975
## Dat$HeightM:Dat$Row29              0.1202639  0.2097680   0.573 0.566527
## Dat$HeightL:Dat$Row3              -0.2792361  0.1998521  -1.397 0.162585
## Dat$HeightM:Dat$Row3              -0.1253194  0.1998521  -0.627 0.530728
## Dat$HeightL:Dat$Row30             -0.2663194  0.1998521  -1.333 0.182900
## Dat$HeightM:Dat$Row30             -0.2344028  0.2097680  -1.117 0.264011
## Dat$HeightL:Dat$Row31              0.0085139  0.1567294   0.054 0.956687
## Dat$HeightM:Dat$Row31              0.1965139  0.1603889   1.225 0.220707
## Dat$HeightL:Dat$Row32             -0.0553194  0.1998521  -0.277 0.781976
## Dat$HeightM:Dat$Row32              0.0885972  0.1998521   0.443 0.657612
## Dat$HeightL:Dat$Row33              0.2880972  0.1998521   1.442 0.149667
## Dat$HeightM:Dat$Row33              0.2325139  0.1998521   1.163 0.244866
## Dat$HeightL:Dat$Row34              0.4165972  0.1998521   2.085 0.037305
## Dat$HeightM:Dat$Row34              0.2670139  0.1998521   1.336 0.181762
## Dat$HeightL:Dat$Row35             -0.1402361  0.1894177  -0.740 0.459218
## Dat$HeightM:Dat$Row35             -0.0283194  0.1894177  -0.150 0.881176
## Dat$HeightL:Dat$Row36              0.1529306  0.2097680   0.729 0.466104
## Dat$HeightM:Dat$Row36              0.2859306  0.1998521   1.431 0.152751
## Dat$HeightL:Dat$Row37             -0.1297361  0.2097680  -0.618 0.536370
## Dat$HeightM:Dat$Row37              0.0666806  0.1998521   0.334 0.738697
## Dat$HeightL:Dat$Row38             -0.0527361  0.2192360  -0.241 0.809945
## Dat$HeightM:Dat$Row38              0.1194306  0.2192360   0.545 0.586012
## Dat$HeightL:Dat$Row39             -0.1299861  0.1998521  -0.650 0.515540
## Dat$HeightM:Dat$Row39             -0.0465694  0.1998521  -0.233 0.815783
## Dat$HeightL:Dat$Row4              -0.3434861  0.1894177  -1.813 0.070002
## Dat$HeightM:Dat$Row4              -0.1082361  0.1998521  -0.542 0.588199
## Dat$HeightL:Dat$Row40              0.2165972  0.1998521   1.084 0.278658
## Dat$HeightM:Dat$Row40             -0.1477361  0.1998521  -0.739 0.459901
## Dat$HeightL:Dat$Row41             -0.0778433  0.1750908  -0.445 0.656691
## Dat$HeightM:Dat$Row41              0.0965139  0.1783740   0.541 0.588547
## Dat$HeightL:Dat$Row42              0.2275972  0.2097680   1.085 0.278123
## Dat$HeightM:Dat$Row42              0.1922639  0.1936589   0.993 0.320992
## Dat$HeightL:Dat$Row43             -0.0194028  0.1998521  -0.097 0.922673
## Dat$HeightM:Dat$Row43             -0.1804861  0.1998521  -0.903 0.366639
## Dat$HeightL:Dat$Row44             -0.4584861  0.2192360  -2.091 0.036694
## Dat$HeightM:Dat$Row44             -0.2280694  0.2192360  -1.040 0.298396
## Dat$HeightL:Dat$Row45             -0.0048194  0.1998521  -0.024 0.980764
## Dat$HeightM:Dat$Row45             -0.0524028  0.1998521  -0.262 0.793202
## Dat$HeightL:Dat$Row46             -0.1204028  0.2283116  -0.527 0.598032
## Dat$HeightM:Dat$Row46             -0.1272694  0.2136056  -0.596 0.551401
## Dat$HeightL:Dat$Row47             -0.3085694  0.1998521  -1.544 0.122832
## Dat$HeightM:Dat$Row47             -0.1656528  0.1998521  -0.829 0.407325
## Dat$HeightL:Dat$Row48             -0.3330694  0.1998521  -1.667 0.095836
## Dat$HeightM:Dat$Row48              0.0378472  0.1998521   0.189 0.849827
## Dat$HeightL:Dat$Row49              0.0446806  0.1998521   0.224 0.823128
## Dat$HeightM:Dat$Row49              0.0793472  0.1998521   0.397 0.691410
## Dat$HeightL:Dat$Row5              -0.2030694  0.2097680  -0.968 0.333189
## Dat$HeightM:Dat$Row5               0.0084306  0.1998521   0.042 0.966358
## Dat$HeightL:Dat$Row50             -0.0792861  0.1499173  -0.529 0.596988
## Dat$HeightM:Dat$Row50              0.0871091  0.1567294   0.556 0.578447
## Dat$HeightL:Dat$Row6              -0.1849861  0.1998521  -0.926 0.354816
## Dat$HeightM:Dat$Row6              -0.0840694  0.1998521  -0.421 0.674073
## Dat$HeightL:Dat$Row7               0.3320139  0.1998521   1.661 0.096892
## Dat$HeightM:Dat$Row7               0.3436806  0.1998521   1.720 0.085727
## Dat$HeightL:Dat$Row8              -0.2823194  0.1998521  -1.413 0.157998
## Dat$HeightM:Dat$Row8              -0.0681528  0.1998521  -0.341 0.733146
## Dat$HeightL:Dat$Row9              -0.0349028  0.1998521  -0.175 0.861387
## Dat$HeightM:Dat$Row9              -0.1814861  0.1998521  -0.908 0.363991
## Dat$Column2:Dat$Row10              0.1953750  0.2253270   0.867 0.386060
## Dat$Column3:Dat$Row10              0.2483750  0.2253270   1.102 0.270539
## Dat$Column4:Dat$Row10                     NA         NA      NA       NA
## Dat$Column2:Dat$Row11              0.2043750  0.2113755   0.967 0.333781
## Dat$Column3:Dat$Row11              0.1843750  0.2113755   0.872 0.383224
## Dat$Column4:Dat$Row11                     NA         NA      NA       NA
## Dat$Column2:Dat$Row12              0.2087083  0.2341667   0.891 0.372942
## Dat$Column3:Dat$Row12              0.2177083  0.2341667   0.930 0.352689
## Dat$Column4:Dat$Row12                     NA         NA      NA       NA
## Dat$Column2:Dat$Row13              0.5767083  0.2509135   2.298 0.021694
## Dat$Column3:Dat$Row13              0.8023750  0.2509135   3.198 0.001418
## Dat$Column4:Dat$Row13                     NA         NA      NA       NA
## Dat$Column2:Dat$Row14              0.0010417  0.2341667   0.004 0.996451
## Dat$Column3:Dat$Row14              0.0113750  0.2341667   0.049 0.961264
## Dat$Column4:Dat$Row14                     NA         NA      NA       NA
## Dat$Column2:Dat$Row15              0.1183750  0.2341667   0.506 0.613281
## Dat$Column3:Dat$Row15              0.1600417  0.2341667   0.683 0.494442
## Dat$Column4:Dat$Row15                     NA         NA      NA       NA
## Dat$Column2:Dat$Row16             -0.1966250  0.2341667  -0.840 0.401241
## Dat$Column3:Dat$Row16              0.3067083  0.2341667   1.310 0.190497
## Dat$Column4:Dat$Row16                     NA         NA      NA       NA
## Dat$Column2:Dat$Row17             -0.2783333  0.2703924  -1.029 0.303496
## Dat$Column3:Dat$Row17                     NA         NA      NA       NA
## Dat$Column4:Dat$Row17                     NA         NA      NA       NA
## Dat$Column2:Dat$Row18             -0.1789583  0.2341667  -0.764 0.444865
## Dat$Column3:Dat$Row18             -0.2059583  0.2341667  -0.880 0.379271
## Dat$Column4:Dat$Row18                     NA         NA      NA       NA
## Dat$Column2:Dat$Row19              0.0567083  0.2341667   0.242 0.808686
## Dat$Column3:Dat$Row19              0.0537083  0.2341667   0.229 0.818625
## Dat$Column4:Dat$Row19                     NA         NA      NA       NA
## Dat$Column2:Dat$Row2               0.1407083  0.2341667   0.601 0.548017
## Dat$Column3:Dat$Row2               0.1527083  0.2341667   0.652 0.514428
## Dat$Column4:Dat$Row2                      NA         NA      NA       NA
## Dat$Column2:Dat$Row20             -0.1656250  0.2161261  -0.766 0.443615
## Dat$Column3:Dat$Row20              0.2270417  0.2341667   0.970 0.332438
## Dat$Column4:Dat$Row20                     NA         NA      NA       NA
## Dat$Column2:Dat$Row21             -0.0840417  0.2253270  -0.373 0.709226
## Dat$Column3:Dat$Row21              0.1119583  0.2253270   0.497 0.619364
## Dat$Column4:Dat$Row21                     NA         NA      NA       NA
## Dat$Column2:Dat$Row22             -0.0726250  0.2341667  -0.310 0.756502
## Dat$Column3:Dat$Row22              0.0917083  0.2341667   0.392 0.695390
## Dat$Column4:Dat$Row22                     NA         NA      NA       NA
## Dat$Column2:Dat$Row23             -0.3489583  0.2341667  -1.490 0.136408
## Dat$Column3:Dat$Row23             -0.0909583  0.2341667  -0.388 0.697758
## Dat$Column4:Dat$Row23             -0.3780833  0.2341667  -1.615 0.106640
## Dat$Column2:Dat$Row24              0.1395417  0.2509135   0.556 0.578214
## Dat$Column3:Dat$Row24              0.1163750  0.2341667   0.497 0.619290
## Dat$Column4:Dat$Row24                     NA         NA      NA       NA
## Dat$Column2:Dat$Row25              0.0197083  0.2341667   0.084 0.932939
## Dat$Column3:Dat$Row25             -0.1796250  0.2341667  -0.767 0.443171
## Dat$Column4:Dat$Row25                     NA         NA      NA       NA
## Dat$Column2:Dat$Row26             -0.2024583  0.2666105  -0.759 0.447762
## Dat$Column3:Dat$Row26             -0.0972917  0.2509135  -0.388 0.698264
## Dat$Column4:Dat$Row26                     NA         NA      NA       NA
## Dat$Column2:Dat$Row27             -0.1426250  0.2341667  -0.609 0.542580
## Dat$Column3:Dat$Row27              0.1118750  0.2509135   0.446 0.655764
## Dat$Column4:Dat$Row27                     NA         NA      NA       NA
## Dat$Column2:Dat$Row28              0.2690417  0.2341667   1.149 0.250793
## Dat$Column3:Dat$Row28              0.4797083  0.2341667   2.049 0.040702
## Dat$Column4:Dat$Row28                     NA         NA      NA       NA
## Dat$Column2:Dat$Row29              0.0648750  0.2253270   0.288 0.773457
## Dat$Column3:Dat$Row29             -0.0462917  0.2341667  -0.198 0.843321
## Dat$Column4:Dat$Row29                     NA         NA      NA       NA
## Dat$Column2:Dat$Row3              -0.1679583  0.2341667  -0.717 0.473341
## Dat$Column3:Dat$Row3               0.0143750  0.2341667   0.061 0.951060
## Dat$Column4:Dat$Row3                      NA         NA      NA       NA
## Dat$Column2:Dat$Row30              0.0007083  0.2341667   0.003 0.997587
## Dat$Column3:Dat$Row30             -0.0882917  0.2341667  -0.377 0.706200
## Dat$Column4:Dat$Row30                     NA         NA      NA       NA
## Dat$Column2:Dat$Row31              0.1932917  0.2113755   0.914 0.360650
## Dat$Column3:Dat$Row31              0.1326250  0.2113755   0.627 0.530481
## Dat$Column4:Dat$Row31                     NA         NA      NA       NA
## Dat$Column2:Dat$Row32              0.1183750  0.2341667   0.506 0.613281
## Dat$Column3:Dat$Row32              0.0450417  0.2341667   0.192 0.847499
## Dat$Column4:Dat$Row32             -0.1357500  0.2341667  -0.580 0.562206
## Dat$Column2:Dat$Row33              0.2330417  0.2341667   0.995 0.319825
## Dat$Column3:Dat$Row33              0.3507083  0.2341667   1.498 0.134455
## Dat$Column4:Dat$Row33                     NA         NA      NA       NA
## Dat$Column2:Dat$Row34              0.3640417  0.2341667   1.555 0.120276
## Dat$Column3:Dat$Row34              0.5590417  0.2341667   2.387 0.017110
## Dat$Column4:Dat$Row34              0.3635833  0.2341667   1.553 0.120743
## Dat$Column2:Dat$Row35              0.0066250  0.2253270   0.029 0.976549
## Dat$Column3:Dat$Row35              0.1019583  0.2253270   0.452 0.650990
## Dat$Column4:Dat$Row35             -0.2858333  0.2253270  -1.269 0.204835
## Dat$Column2:Dat$Row36              0.3570417  0.2341667   1.525 0.127567
## Dat$Column3:Dat$Row36              0.4827083  0.2341667   2.061 0.039463
## Dat$Column4:Dat$Row36                     NA         NA      NA       NA
## Dat$Column2:Dat$Row37             -0.1079583  0.2341667  -0.461 0.644852
## Dat$Column3:Dat$Row37              0.0403750  0.2341667   0.172 0.863134
## Dat$Column4:Dat$Row37                     NA         NA      NA       NA
## Dat$Column2:Dat$Row38              0.0720417  0.2426846   0.297 0.766626
## Dat$Column3:Dat$Row38              0.2555417  0.2509135   1.018 0.308654
## Dat$Column4:Dat$Row38                     NA         NA      NA       NA
## Dat$Column2:Dat$Row39              0.0773750  0.2341667   0.330 0.741130
## Dat$Column3:Dat$Row39              0.0227083  0.2341667   0.097 0.922761
## Dat$Column4:Dat$Row39                     NA         NA      NA       NA
## Dat$Column2:Dat$Row4              -0.1921250  0.2253270  -0.853 0.394009
## Dat$Column3:Dat$Row4               0.0532083  0.2253270   0.236 0.813362
## Dat$Column4:Dat$Row4                      NA         NA      NA       NA
## Dat$Column2:Dat$Row40              0.2517083  0.2341667   1.075 0.282612
## Dat$Column3:Dat$Row40              0.2157083  0.2341667   0.921 0.357129
## Dat$Column4:Dat$Row40                     NA         NA      NA       NA
## Dat$Column2:Dat$Row41              0.0707917  0.2253270   0.314 0.753440
## Dat$Column3:Dat$Row41             -0.0245417  0.2253270  -0.109 0.913286
## Dat$Column4:Dat$Row41             -0.2338333  0.2426846  -0.964 0.335460
## Dat$Column2:Dat$Row42              0.2160417  0.2341667   0.923 0.356386
## Dat$Column3:Dat$Row42              0.1633750  0.2341667   0.698 0.485497
## Dat$Column4:Dat$Row42                     NA         NA      NA       NA
## Dat$Column2:Dat$Row43             -0.4709583  0.2341667  -2.011 0.044507
## Dat$Column3:Dat$Row43             -0.3082917  0.2509135  -1.229 0.219413
## Dat$Column4:Dat$Row43                     NA         NA      NA       NA
## Dat$Column2:Dat$Row44             -0.0177917  0.2509135  -0.071 0.943482
## Dat$Column3:Dat$Row44              0.0198750  0.2509135   0.079 0.936877
## Dat$Column4:Dat$Row44                     NA         NA      NA       NA
## Dat$Column2:Dat$Row45             -0.0902917  0.2341667  -0.386 0.699865
## Dat$Column3:Dat$Row45             -0.0306250  0.2341667  -0.131 0.895967
## Dat$Column4:Dat$Row45             -0.0594167  0.2341667  -0.254 0.799739
## Dat$Column2:Dat$Row46              0.0670417  0.2509135   0.267 0.789365
## Dat$Column3:Dat$Row46             -0.1369583  0.2509135  -0.546 0.585269
## Dat$Column4:Dat$Row46              0.0085833  0.2509135   0.034 0.972716
## Dat$Column2:Dat$Row47             -0.1762917  0.2341667  -0.753 0.451677
## Dat$Column3:Dat$Row47             -0.0544583  0.2253270  -0.242 0.809061
## Dat$Column4:Dat$Row47              0.0022500  0.2341667   0.010 0.992335
## Dat$Column2:Dat$Row48             -0.0307917  0.2509135  -0.123 0.902349
## Dat$Column3:Dat$Row48              0.0640417  0.2253270   0.284 0.776289
## Dat$Column4:Dat$Row48                     NA         NA      NA       NA
## Dat$Column2:Dat$Row49              0.0687083  0.2341667   0.293 0.769250
## Dat$Column3:Dat$Row49              0.1337083  0.2341667   0.571 0.568100
## Dat$Column4:Dat$Row49             -0.0670833  0.2341667  -0.286 0.774558
## Dat$Column2:Dat$Row5               0.1980417  0.2341667   0.846 0.397858
## Dat$Column3:Dat$Row5               0.2317083  0.2341667   0.990 0.322600
## Dat$Column4:Dat$Row5                      NA         NA      NA       NA
## Dat$Column2:Dat$Row50              0.0421250  0.2113755   0.199 0.842067
## Dat$Column3:Dat$Row50              0.1907917  0.2113755   0.903 0.366893
## Dat$Column4:Dat$Row50                     NA         NA      NA       NA
## Dat$Column2:Dat$Row6              -0.1359583  0.2341667  -0.581 0.561606
## Dat$Column3:Dat$Row6              -0.0806250  0.2341667  -0.344 0.730671
## Dat$Column4:Dat$Row6                      NA         NA      NA       NA
## Dat$Column2:Dat$Row7               0.3320417  0.2341667   1.418 0.156436
## Dat$Column3:Dat$Row7               0.7057083  0.2341667   3.014 0.002630
## Dat$Column4:Dat$Row7                      NA         NA      NA       NA
## Dat$Column2:Dat$Row8               0.1047083  0.2341667   0.447 0.654838
## Dat$Column3:Dat$Row8               0.2227083  0.2341667   0.951 0.341745
## Dat$Column4:Dat$Row8                      NA         NA      NA       NA
## Dat$Column2:Dat$Row9               0.2010417  0.2341667   0.859 0.390751
## Dat$Column3:Dat$Row9               0.2012083  0.2253270   0.893 0.372041
## Dat$Column4:Dat$Row9                      NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row10 -0.3035139  0.3045390  -0.997 0.319126
## Dat$HeightM:Dat$Column2:Dat$Row10  0.1025694  0.3175965   0.323 0.746781
## Dat$HeightL:Dat$Column3:Dat$Row10 -0.1622639  0.3045390  -0.533 0.594250
## Dat$HeightM:Dat$Column3:Dat$Row10  0.2457361  0.3111363   0.790 0.429786
## Dat$HeightL:Dat$Column4:Dat$Row10         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row10         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row11  0.1457361  0.2816738   0.517 0.604969
## Dat$HeightM:Dat$Column2:Dat$Row11 -0.1108472  0.2826335  -0.392 0.694978
## Dat$HeightL:Dat$Column3:Dat$Row11  0.2884861  0.2816738   1.024 0.305936
## Dat$HeightM:Dat$Column3:Dat$Row11  0.1911528  0.2826335   0.676 0.498952
## Dat$HeightL:Dat$Column4:Dat$Row11         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row11         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row12 -0.0913472  0.3111363  -0.294 0.769116
## Dat$HeightM:Dat$Column2:Dat$Row12  0.0552361  0.3111363   0.178 0.859119
## Dat$HeightL:Dat$Column3:Dat$Row12  0.0554861  0.3175965   0.175 0.861337
## Dat$HeightM:Dat$Column3:Dat$Row12  0.0692361  0.3111363   0.223 0.823939
## Dat$HeightL:Dat$Column4:Dat$Row12         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row12         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row13 -0.3113472  0.3239280  -0.961 0.336648
## Dat$HeightM:Dat$Column2:Dat$Row13 -0.3642639  0.3239280  -1.125 0.260998
## Dat$HeightL:Dat$Column3:Dat$Row13 -0.1240972  0.3301380  -0.376 0.707056
## Dat$HeightM:Dat$Column3:Dat$Row13 -0.5086806  0.3422202  -1.486 0.137410
## Dat$HeightL:Dat$Column4:Dat$Row13         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row13         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row14  0.2195694  0.3111363   0.706 0.480499
## Dat$HeightM:Dat$Column2:Dat$Row14 -0.1070972  0.3111363  -0.344 0.730741
## Dat$HeightL:Dat$Column3:Dat$Row14  0.1029861  0.3111363   0.331 0.740697
## Dat$HeightM:Dat$Column3:Dat$Row14  0.0313194  0.3111363   0.101 0.919835
## Dat$HeightL:Dat$Column4:Dat$Row14         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row14         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row15  0.0254861  0.3111363   0.082 0.934728
## Dat$HeightM:Dat$Column2:Dat$Row15 -0.1064306  0.3111363  -0.342 0.732353
## Dat$HeightL:Dat$Column3:Dat$Row15  0.0633194  0.3111363   0.204 0.838768
## Dat$HeightM:Dat$Column3:Dat$Row15 -0.2025972  0.3111363  -0.651 0.515062
## Dat$HeightL:Dat$Column4:Dat$Row15         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row15         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row16  0.1714861  0.3301380   0.519 0.603543
## Dat$HeightM:Dat$Column2:Dat$Row16  0.1075694  0.3175965   0.339 0.734891
## Dat$HeightL:Dat$Column3:Dat$Row16  0.2029028  0.3301380   0.615 0.538926
## Dat$HeightM:Dat$Column3:Dat$Row16 -0.3217639  0.3175965  -1.013 0.311189
## Dat$HeightL:Dat$Column4:Dat$Row16         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row16         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row17 -0.2014167  0.3490751  -0.577 0.564038
## Dat$HeightM:Dat$Column2:Dat$Row17  0.1795833  0.3490751   0.514 0.607021
## Dat$HeightL:Dat$Column3:Dat$Row17         NA         NA      NA       NA
## Dat$HeightM:Dat$Column3:Dat$Row17         NA         NA      NA       NA
## Dat$HeightL:Dat$Column4:Dat$Row17         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row17         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row18 -0.1316806  0.3111363  -0.423 0.672201
## Dat$HeightM:Dat$Column2:Dat$Row18  0.0496528  0.3111363   0.160 0.873232
## Dat$HeightL:Dat$Column3:Dat$Row18  0.7495694  0.3301380   2.270 0.023340
## Dat$HeightM:Dat$Column3:Dat$Row18  0.2836528  0.3175965   0.893 0.371955
## Dat$HeightL:Dat$Column4:Dat$Row18         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row18         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row19 -0.4038472  0.3111363  -1.298 0.194524
## Dat$HeightM:Dat$Column2:Dat$Row19  0.0914861  0.3111363   0.294 0.768775
## Dat$HeightL:Dat$Column3:Dat$Row19 -0.1913472  0.3111363  -0.615 0.538665
## Dat$HeightM:Dat$Column3:Dat$Row19  0.1524861  0.3111363   0.490 0.624149
## Dat$HeightL:Dat$Column4:Dat$Row19         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row19         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row2  -0.2535972  0.3111363  -0.815 0.415181
## Dat$HeightM:Dat$Column2:Dat$Row2   0.1117361  0.3111363   0.359 0.719561
## Dat$HeightL:Dat$Column3:Dat$Row2   0.1764028  0.3111363   0.567 0.570836
## Dat$HeightM:Dat$Column3:Dat$Row2   0.3419861  0.3111363   1.099 0.271903
## Dat$HeightL:Dat$Column4:Dat$Row2          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row2          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row20 -0.0266389  0.2873840  -0.093 0.926160
## Dat$HeightM:Dat$Column2:Dat$Row20 -0.0531448  0.2888943  -0.184 0.854074
## Dat$HeightL:Dat$Column3:Dat$Row20 -0.0876806  0.3111363  -0.282 0.778135
## Dat$HeightM:Dat$Column3:Dat$Row20 -0.2423472  0.3111363  -0.779 0.436173
## Dat$HeightL:Dat$Column4:Dat$Row20         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row20         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row21  0.5575694  0.2977956   1.872 0.061384
## Dat$HeightM:Dat$Column2:Dat$Row21  0.1229861  0.3005111   0.409 0.682418
## Dat$HeightL:Dat$Column3:Dat$Row21  0.3730694  0.2977956   1.253 0.210512
## Dat$HeightM:Dat$Column3:Dat$Row21  0.1802361  0.3005111   0.600 0.548766
## Dat$HeightL:Dat$Column4:Dat$Row21         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row21         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row22 -0.1697639  0.3111363  -0.546 0.585416
## Dat$HeightM:Dat$Column2:Dat$Row22  0.1613194  0.3111363   0.518 0.604207
## Dat$HeightL:Dat$Column3:Dat$Row22  0.0341528  0.3111363   0.110 0.912610
## Dat$HeightM:Dat$Column3:Dat$Row22  0.3342361  0.3111363   1.074 0.282911
## Dat$HeightL:Dat$Column4:Dat$Row22         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row22         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row23 -0.0189306  0.3111363  -0.061 0.951493
## Dat$HeightM:Dat$Column2:Dat$Row23 -0.0010972  0.3175965  -0.003 0.997244
## Dat$HeightL:Dat$Column3:Dat$Row23 -0.0804306  0.3111363  -0.259 0.796057
## Dat$HeightM:Dat$Column3:Dat$Row23 -0.1685972  0.3175965  -0.531 0.595610
## Dat$HeightL:Dat$Column4:Dat$Row23  0.3992833  0.3167428   1.261 0.207680
## Dat$HeightM:Dat$Column4:Dat$Row23 -0.0469881  0.3200233  -0.147 0.883291
## Dat$HeightL:Dat$Column2:Dat$Row24 -0.6239306  0.3239280  -1.926 0.054303
## Dat$HeightM:Dat$Column2:Dat$Row24 -0.2734472  0.3201441  -0.854 0.393184
## Dat$HeightL:Dat$Column3:Dat$Row24  0.2329861  0.3111363   0.749 0.454098
## Dat$HeightM:Dat$Column3:Dat$Row24  0.0979694  0.3071949   0.319 0.749841
## Dat$HeightL:Dat$Column4:Dat$Row24         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row24         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row25 -0.0278472  0.3111363  -0.090 0.928697
## Dat$HeightM:Dat$Column2:Dat$Row25 -0.1107639  0.3111363  -0.356 0.721899
## Dat$HeightL:Dat$Column3:Dat$Row25  0.1194861  0.3111363   0.384 0.701017
## Dat$HeightM:Dat$Column3:Dat$Row25  0.0063194  0.3111363   0.020 0.983798
## Dat$HeightL:Dat$Column4:Dat$Row25         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row25         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row26 -0.3301806  0.3362334  -0.982 0.326282
## Dat$HeightM:Dat$Column2:Dat$Row26  0.1541528  0.3362334   0.458 0.646691
## Dat$HeightL:Dat$Column3:Dat$Row26  0.0159028  0.3239280   0.049 0.960852
## Dat$HeightM:Dat$Column3:Dat$Row26  0.3424861  0.3239280   1.057 0.290573
## Dat$HeightL:Dat$Column4:Dat$Row26         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row26         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row27  0.1182361  0.3111363   0.380 0.703997
## Dat$HeightM:Dat$Column2:Dat$Row27 -0.1734306  0.3111363  -0.557 0.577342
## Dat$HeightL:Dat$Column3:Dat$Row27  0.4329861  0.3239280   1.337 0.181561
## Dat$HeightM:Dat$Column3:Dat$Row27 -0.0859306  0.3239280  -0.265 0.790838
## Dat$HeightL:Dat$Column4:Dat$Row27         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row27         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row28 -0.1454306  0.3111363  -0.467 0.640279
## Dat$HeightM:Dat$Column2:Dat$Row28  0.0606528  0.3111363   0.195 0.845470
## Dat$HeightL:Dat$Column3:Dat$Row28  0.1644028  0.3111363   0.528 0.597315
## Dat$HeightM:Dat$Column3:Dat$Row28 -0.1225139  0.3111363  -0.394 0.693820
## Dat$HeightL:Dat$Column4:Dat$Row28         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row28         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row29 -0.0432639  0.3045390  -0.142 0.887052
## Dat$HeightM:Dat$Column2:Dat$Row29 -0.1209306  0.3111363  -0.389 0.697580
## Dat$HeightL:Dat$Column3:Dat$Row29  0.3344028  0.3111363   1.075 0.282671
## Dat$HeightM:Dat$Column3:Dat$Row29  0.0179028  0.3239280   0.055 0.955934
## Dat$HeightL:Dat$Column4:Dat$Row29         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row29         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row3   0.4180694  0.3111363   1.344 0.179282
## Dat$HeightM:Dat$Column2:Dat$Row3   0.6699028  0.3111363   2.153 0.031494
## Dat$HeightL:Dat$Column3:Dat$Row3   0.6819861  0.3111363   2.192 0.028560
## Dat$HeightM:Dat$Column3:Dat$Row3   0.2935694  0.3111363   0.944 0.345578
## Dat$HeightL:Dat$Column4:Dat$Row3          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row3          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row30  0.1006528  0.3175965   0.317 0.751354
## Dat$HeightM:Dat$Column2:Dat$Row30  0.2739028  0.3239280   0.846 0.397948
## Dat$HeightL:Dat$Column3:Dat$Row30  0.4011528  0.3111363   1.289 0.197516
## Dat$HeightM:Dat$Column3:Dat$Row30  0.0664861  0.3175965   0.209 0.834214
## Dat$HeightL:Dat$Column4:Dat$Row30         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row30         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row31 -0.3611806  0.2853577  -1.266 0.205841
## Dat$HeightM:Dat$Column2:Dat$Row31 -0.2521806  0.2873840  -0.878 0.380374
## Dat$HeightL:Dat$Column3:Dat$Row31 -0.0132639  0.2853577  -0.046 0.962933
## Dat$HeightM:Dat$Column3:Dat$Row31 -0.3567639  0.2873840  -1.241 0.214673
## Dat$HeightL:Dat$Column4:Dat$Row31         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row31         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row32 -0.1517639  0.3111363  -0.488 0.625792
## Dat$HeightM:Dat$Column2:Dat$Row32  0.2288194  0.3111363   0.735 0.462208
## Dat$HeightL:Dat$Column3:Dat$Row32  0.2140694  0.3111363   0.688 0.491559
## Dat$HeightM:Dat$Column3:Dat$Row32  0.2354028  0.3111363   0.757 0.449431
## Dat$HeightL:Dat$Column4:Dat$Row32  0.2332000  0.3167428   0.736 0.461714
## Dat$HeightM:Dat$Column4:Dat$Row32  0.2339286  0.3136130   0.746 0.455852
## Dat$HeightL:Dat$Column2:Dat$Row33 -0.4931806  0.3111363  -1.585 0.113186
## Dat$HeightM:Dat$Column2:Dat$Row33 -0.2658472  0.3111363  -0.854 0.393017
## Dat$HeightL:Dat$Column3:Dat$Row33  0.0834028  0.3111363   0.268 0.788696
## Dat$HeightM:Dat$Column3:Dat$Row33 -0.1957639  0.3111363  -0.629 0.529334
## Dat$HeightL:Dat$Column4:Dat$Row33         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row33         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row34 -0.3269306  0.3111363  -1.051 0.293561
## Dat$HeightM:Dat$Column2:Dat$Row34 -0.2830972  0.3111363  -0.910 0.363052
## Dat$HeightL:Dat$Column3:Dat$Row34 -0.4524306  0.3111363  -1.454 0.146151
## Dat$HeightM:Dat$Column3:Dat$Row34 -0.4578472  0.3111363  -1.472 0.141387
## Dat$HeightL:Dat$Column4:Dat$Row34 -0.2618833  0.3167428  -0.827 0.408500
## Dat$HeightM:Dat$Column4:Dat$Row34 -0.1041548  0.3136130  -0.332 0.739857
## Dat$HeightL:Dat$Column2:Dat$Row35 -0.0945139  0.3045390  -0.310 0.756344
## Dat$HeightM:Dat$Column2:Dat$Row35  0.2143194  0.3045390   0.704 0.481713
## Dat$HeightL:Dat$Column3:Dat$Row35  0.1311528  0.3045390   0.431 0.666786
## Dat$HeightM:Dat$Column3:Dat$Row35 -0.0070139  0.3045390  -0.023 0.981629
## Dat$HeightL:Dat$Column4:Dat$Row35  0.3240333  0.3102647   1.044 0.296503
## Dat$HeightM:Dat$Column4:Dat$Row35  0.4932619  0.3070689   1.606 0.108436
## Dat$HeightL:Dat$Column2:Dat$Row36 -0.2808472  0.3175965  -0.884 0.376702
## Dat$HeightM:Dat$Column2:Dat$Row36 -0.3055972  0.3111363  -0.982 0.326184
## Dat$HeightL:Dat$Column3:Dat$Row36 -0.0232639  0.3175965  -0.073 0.941618
## Dat$HeightM:Dat$Column3:Dat$Row36 -0.3957639  0.3111363  -1.272 0.203600
## Dat$HeightL:Dat$Column4:Dat$Row36         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row36         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row37  0.3735694  0.3175965   1.176 0.239713
## Dat$HeightM:Dat$Column2:Dat$Row37 -0.2075972  0.3111363  -0.667 0.504747
## Dat$HeightL:Dat$Column3:Dat$Row37  0.2124861  0.3175965   0.669 0.503585
## Dat$HeightM:Dat$Column3:Dat$Row37  0.0423194  0.3111363   0.136 0.891830
## Dat$HeightL:Dat$Column4:Dat$Row37         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row37         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row38 -0.1721806  0.3175965  -0.542 0.587817
## Dat$HeightM:Dat$Column2:Dat$Row38 -0.1714306  0.3239280  -0.529 0.596739
## Dat$HeightL:Dat$Column3:Dat$Row38  0.0008194  0.3239280   0.003 0.997982
## Dat$HeightM:Dat$Column3:Dat$Row38 -0.1659306  0.3301380  -0.503 0.615323
## Dat$HeightL:Dat$Column4:Dat$Row38         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row38         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row39 -0.2887639  0.3111363  -0.928 0.353529
## Dat$HeightM:Dat$Column2:Dat$Row39 -0.0656806  0.3111363  -0.211 0.832843
## Dat$HeightL:Dat$Column3:Dat$Row39  0.2831528  0.3111363   0.910 0.362958
## Dat$HeightM:Dat$Column3:Dat$Row39  0.3117361  0.3111363   1.002 0.316563
## Dat$HeightL:Dat$Column4:Dat$Row39         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row39         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row4   0.3382361  0.3045390   1.111 0.266923
## Dat$HeightM:Dat$Column2:Dat$Row4   0.1809861  0.3111363   0.582 0.560873
## Dat$HeightL:Dat$Column3:Dat$Row4   0.5699028  0.3045390   1.871 0.061517
## Dat$HeightM:Dat$Column3:Dat$Row4   0.3071528  0.3111363   0.987 0.323728
## Dat$HeightL:Dat$Column4:Dat$Row4          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row4          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row40 -0.4120972  0.3111363  -1.324 0.185570
## Dat$HeightM:Dat$Column2:Dat$Row40  0.2569861  0.3111363   0.826 0.408977
## Dat$HeightL:Dat$Column3:Dat$Row40 -0.1405972  0.3111363  -0.452 0.651428
## Dat$HeightM:Dat$Column3:Dat$Row40  0.2029861  0.3111363   0.652 0.514256
## Dat$HeightL:Dat$Column4:Dat$Row40         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row40         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row41  0.0954266  0.2958407   0.323 0.747079
## Dat$HeightM:Dat$Column2:Dat$Row41  0.0520694  0.2977956   0.175 0.861225
## Dat$HeightL:Dat$Column3:Dat$Row41  0.3780099  0.2958407   1.278 0.201564
## Dat$HeightM:Dat$Column3:Dat$Row41  0.0531528  0.2977956   0.178 0.858368
## Dat$HeightL:Dat$Column4:Dat$Row41  0.3833905  0.3212900   1.193 0.232973
## Dat$HeightM:Dat$Column4:Dat$Row41  0.2053452  0.3200233   0.642 0.521208
## Dat$HeightL:Dat$Column2:Dat$Row42 -0.7171806  0.3175965  -2.258 0.024100
## Dat$HeightM:Dat$Column2:Dat$Row42 -0.1875972  0.3071949  -0.611 0.541518
## Dat$HeightL:Dat$Column3:Dat$Row42  0.6524861  0.3175965   2.054 0.040130
## Dat$HeightM:Dat$Column3:Dat$Row42  0.0838194  0.3071949   0.273 0.785008
## Dat$HeightL:Dat$Column4:Dat$Row42         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row42         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row43  0.1273194  0.3111363   0.409 0.682454
## Dat$HeightM:Dat$Column2:Dat$Row43  0.3306528  0.3111363   1.063 0.288101
## Dat$HeightL:Dat$Column3:Dat$Row43  0.3269028  0.3239280   1.009 0.313073
## Dat$HeightM:Dat$Column3:Dat$Row43  0.8996528  0.3301380   2.725 0.006514
## Dat$HeightL:Dat$Column4:Dat$Row43         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row43         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row44  0.4056528  0.3239280   1.252 0.210686
## Dat$HeightM:Dat$Column2:Dat$Row44  0.1364861  0.3239280   0.421 0.673571
## Dat$HeightL:Dat$Column3:Dat$Row44  0.5889861  0.3239280   1.818 0.069252
## Dat$HeightM:Dat$Column3:Dat$Row44  0.0090694  0.3239280   0.028 0.977668
## Dat$HeightL:Dat$Column4:Dat$Row44         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row44         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row45 -0.0380972  0.3111363  -0.122 0.902565
## Dat$HeightM:Dat$Column2:Dat$Row45  0.0854861  0.3111363   0.275 0.783548
## Dat$HeightL:Dat$Column3:Dat$Row45 -0.2010139  0.3111363  -0.646 0.518351
## Dat$HeightM:Dat$Column3:Dat$Row45  0.1052361  0.3175965   0.331 0.740432
## Dat$HeightL:Dat$Column4:Dat$Row45  0.3528667  0.3167428   1.114 0.265462
## Dat$HeightM:Dat$Column4:Dat$Row45  0.2490952  0.3136130   0.794 0.427178
## Dat$HeightL:Dat$Column2:Dat$Row46  0.2172361  0.3301380   0.658 0.510643
## Dat$HeightM:Dat$Column2:Dat$Row46  0.3108528  0.3201441   0.971 0.331738
## Dat$HeightL:Dat$Column3:Dat$Row46  0.1927361  0.3301380   0.584 0.559452
## Dat$HeightM:Dat$Column3:Dat$Row46  0.4296028  0.3201441   1.342 0.179859
## Dat$HeightL:Dat$Column4:Dat$Row46  0.2660333  0.3354271   0.793 0.427852
## Dat$HeightM:Dat$Column4:Dat$Row46  0.3835452  0.3225517   1.189 0.234617
## Dat$HeightL:Dat$Column2:Dat$Row47  0.4869028  0.3111363   1.565 0.117843
## Dat$HeightM:Dat$Column2:Dat$Row47  0.5034861  0.3111363   1.618 0.105856
## Dat$HeightL:Dat$Column3:Dat$Row47  0.3045694  0.3045390   1.000 0.317446
## Dat$HeightM:Dat$Column3:Dat$Row47  0.3749861  0.3111363   1.205 0.228337
## Dat$HeightL:Dat$Column4:Dat$Row47  0.5986167  0.3230910   1.853 0.064138
## Dat$HeightM:Dat$Column4:Dat$Row47  0.3916786  0.3136130   1.249 0.211916
## Dat$HeightL:Dat$Column2:Dat$Row48  0.4961528  0.3239280   1.532 0.125843
## Dat$HeightM:Dat$Column2:Dat$Row48  0.2179861  0.3239280   0.673 0.501100
## Dat$HeightL:Dat$Column3:Dat$Row48  0.3425694  0.3005111   1.140 0.254513
## Dat$HeightM:Dat$Column3:Dat$Row48 -0.1496806  0.3111363  -0.481 0.630542
## Dat$HeightL:Dat$Column4:Dat$Row48         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row48         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row49 -0.3095972  0.3111363  -0.995 0.319894
## Dat$HeightM:Dat$Column2:Dat$Row49 -0.0790139  0.3111363  -0.254 0.799572
## Dat$HeightL:Dat$Column3:Dat$Row49 -0.0405972  0.3111363  -0.130 0.896206
## Dat$HeightM:Dat$Column3:Dat$Row49 -0.0765139  0.3111363  -0.246 0.805784
## Dat$HeightL:Dat$Column4:Dat$Row49 -0.0304667  0.3167428  -0.096 0.923386
## Dat$HeightM:Dat$Column4:Dat$Row49 -0.0727381  0.3136130  -0.232 0.816624
## Dat$HeightL:Dat$Column2:Dat$Row5  -0.1093472  0.3175965  -0.344 0.730679
## Dat$HeightM:Dat$Column2:Dat$Row5   0.0369028  0.3111363   0.119 0.905605
## Dat$HeightL:Dat$Column3:Dat$Row5   0.4862361  0.3175965   1.531 0.126014
## Dat$HeightM:Dat$Column3:Dat$Row5   0.0312361  0.3111363   0.100 0.920047
## Dat$HeightL:Dat$Column4:Dat$Row5          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row5          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row50  0.2557861  0.2816738   0.908 0.363995
## Dat$HeightM:Dat$Column2:Dat$Row50  0.1341409  0.2853577   0.470 0.638376
## Dat$HeightL:Dat$Column3:Dat$Row50  0.1531194  0.2816738   0.544 0.586805
## Dat$HeightM:Dat$Column3:Dat$Row50 -0.1475258  0.2853577  -0.517 0.605253
## Dat$HeightL:Dat$Column4:Dat$Row50         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row50         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row6   0.2013194  0.3111363   0.647 0.517715
## Dat$HeightM:Dat$Column2:Dat$Row6   0.2179028  0.3111363   0.700 0.483836
## Dat$HeightL:Dat$Column3:Dat$Row6   0.3567361  0.3111363   1.147 0.251773
## Dat$HeightM:Dat$Column3:Dat$Row6   0.2688194  0.3111363   0.864 0.387750
## Dat$HeightL:Dat$Column4:Dat$Row6          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row6          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row7  -0.6249306  0.3111363  -2.009 0.044790
## Dat$HeightM:Dat$Column2:Dat$Row7  -0.4188472  0.3111363  -1.346 0.178475
## Dat$HeightL:Dat$Column3:Dat$Row7  -0.3128472  0.3111363  -1.005 0.314842
## Dat$HeightM:Dat$Column3:Dat$Row7  -0.5587639  0.3111363  -1.796 0.072743
## Dat$HeightL:Dat$Column4:Dat$Row7          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row7          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row8  -0.1920972  0.3111363  -0.617 0.537074
## Dat$HeightM:Dat$Column2:Dat$Row8  -0.0927639  0.3111363  -0.298 0.765639
## Dat$HeightL:Dat$Column3:Dat$Row8   0.2911528  0.3111363   0.936 0.349562
## Dat$HeightM:Dat$Column3:Dat$Row8   0.1307361  0.3111363   0.420 0.674416
## Dat$HeightL:Dat$Column4:Dat$Row8          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row8          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row9  -0.3841806  0.3111363  -1.235 0.217138
## Dat$HeightM:Dat$Column2:Dat$Row9  -0.1185972  0.3111363  -0.381 0.703135
## Dat$HeightL:Dat$Column3:Dat$Row9  -0.1493472  0.3045390  -0.490 0.623930
## Dat$HeightM:Dat$Column3:Dat$Row9   0.0402361  0.3045390   0.132 0.894909
## Dat$HeightL:Dat$Column4:Dat$Row9          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row9          NA         NA      NA       NA
##                                      
## (Intercept)                          
## Dat$HeightL                          
## Dat$HeightM                          
## Dat$Column2                          
## Dat$Column3                          
## Dat$Column4                          
## Dat$Row10                            
## Dat$Row11                            
## Dat$Row12                            
## Dat$Row13                         ***
## Dat$Row14                            
## Dat$Row15                            
## Dat$Row16                            
## Dat$Row17                            
## Dat$Row18                            
## Dat$Row19                            
## Dat$Row2                             
## Dat$Row20                            
## Dat$Row21                            
## Dat$Row22                            
## Dat$Row23                            
## Dat$Row24                            
## Dat$Row25                            
## Dat$Row26                            
## Dat$Row27                            
## Dat$Row28                         .  
## Dat$Row29                            
## Dat$Row3                             
## Dat$Row30                            
## Dat$Row31                            
## Dat$Row32                            
## Dat$Row33                            
## Dat$Row34                         *  
## Dat$Row35                            
## Dat$Row36                         .  
## Dat$Row37                            
## Dat$Row38                            
## Dat$Row39                            
## Dat$Row4                             
## Dat$Row40                            
## Dat$Row41                            
## Dat$Row42                            
## Dat$Row43                            
## Dat$Row44                            
## Dat$Row45                            
## Dat$Row46                            
## Dat$Row47                            
## Dat$Row48                            
## Dat$Row49                            
## Dat$Row5                             
## Dat$Row50                            
## Dat$Row6                             
## Dat$Row7                          *  
## Dat$Row8                             
## Dat$Row9                             
## Dat$HeightL:Dat$Column2              
## Dat$HeightM:Dat$Column2              
## Dat$HeightL:Dat$Column3              
## Dat$HeightM:Dat$Column3              
## Dat$HeightL:Dat$Column4           *  
## Dat$HeightM:Dat$Column4           .  
## Dat$HeightL:Dat$Row10                
## Dat$HeightM:Dat$Row10                
## Dat$HeightL:Dat$Row11                
## Dat$HeightM:Dat$Row11                
## Dat$HeightL:Dat$Row12                
## Dat$HeightM:Dat$Row12                
## Dat$HeightL:Dat$Row13             *  
## Dat$HeightM:Dat$Row13             ** 
## Dat$HeightL:Dat$Row14                
## Dat$HeightM:Dat$Row14                
## Dat$HeightL:Dat$Row15                
## Dat$HeightM:Dat$Row15                
## Dat$HeightL:Dat$Row16                
## Dat$HeightM:Dat$Row16                
## Dat$HeightL:Dat$Row17                
## Dat$HeightM:Dat$Row17                
## Dat$HeightL:Dat$Row18                
## Dat$HeightM:Dat$Row18                
## Dat$HeightL:Dat$Row19                
## Dat$HeightM:Dat$Row19                
## Dat$HeightL:Dat$Row2                 
## Dat$HeightM:Dat$Row2                 
## Dat$HeightL:Dat$Row20                
## Dat$HeightM:Dat$Row20                
## Dat$HeightL:Dat$Row21             .  
## Dat$HeightM:Dat$Row21                
## Dat$HeightL:Dat$Row22                
## Dat$HeightM:Dat$Row22                
## Dat$HeightL:Dat$Row23                
## Dat$HeightM:Dat$Row23                
## Dat$HeightL:Dat$Row24                
## Dat$HeightM:Dat$Row24                
## Dat$HeightL:Dat$Row25                
## Dat$HeightM:Dat$Row25                
## Dat$HeightL:Dat$Row26                
## Dat$HeightM:Dat$Row26                
## Dat$HeightL:Dat$Row27                
## Dat$HeightM:Dat$Row27                
## Dat$HeightL:Dat$Row28                
## Dat$HeightM:Dat$Row28                
## Dat$HeightL:Dat$Row29             .  
## Dat$HeightM:Dat$Row29                
## Dat$HeightL:Dat$Row3                 
## Dat$HeightM:Dat$Row3                 
## Dat$HeightL:Dat$Row30                
## Dat$HeightM:Dat$Row30                
## Dat$HeightL:Dat$Row31                
## Dat$HeightM:Dat$Row31                
## Dat$HeightL:Dat$Row32                
## Dat$HeightM:Dat$Row32                
## Dat$HeightL:Dat$Row33                
## Dat$HeightM:Dat$Row33                
## Dat$HeightL:Dat$Row34             *  
## Dat$HeightM:Dat$Row34                
## Dat$HeightL:Dat$Row35                
## Dat$HeightM:Dat$Row35                
## Dat$HeightL:Dat$Row36                
## Dat$HeightM:Dat$Row36                
## Dat$HeightL:Dat$Row37                
## Dat$HeightM:Dat$Row37                
## Dat$HeightL:Dat$Row38                
## Dat$HeightM:Dat$Row38                
## Dat$HeightL:Dat$Row39                
## Dat$HeightM:Dat$Row39                
## Dat$HeightL:Dat$Row4              .  
## Dat$HeightM:Dat$Row4                 
## Dat$HeightL:Dat$Row40                
## Dat$HeightM:Dat$Row40                
## Dat$HeightL:Dat$Row41                
## Dat$HeightM:Dat$Row41                
## Dat$HeightL:Dat$Row42                
## Dat$HeightM:Dat$Row42                
## Dat$HeightL:Dat$Row43                
## Dat$HeightM:Dat$Row43                
## Dat$HeightL:Dat$Row44             *  
## Dat$HeightM:Dat$Row44                
## Dat$HeightL:Dat$Row45                
## Dat$HeightM:Dat$Row45                
## Dat$HeightL:Dat$Row46                
## Dat$HeightM:Dat$Row46                
## Dat$HeightL:Dat$Row47                
## Dat$HeightM:Dat$Row47                
## Dat$HeightL:Dat$Row48             .  
## Dat$HeightM:Dat$Row48                
## Dat$HeightL:Dat$Row49                
## Dat$HeightM:Dat$Row49                
## Dat$HeightL:Dat$Row5                 
## Dat$HeightM:Dat$Row5                 
## Dat$HeightL:Dat$Row50                
## Dat$HeightM:Dat$Row50                
## Dat$HeightL:Dat$Row6                 
## Dat$HeightM:Dat$Row6                 
## Dat$HeightL:Dat$Row7              .  
## Dat$HeightM:Dat$Row7              .  
## Dat$HeightL:Dat$Row8                 
## Dat$HeightM:Dat$Row8                 
## Dat$HeightL:Dat$Row9                 
## Dat$HeightM:Dat$Row9                 
## Dat$Column2:Dat$Row10                
## Dat$Column3:Dat$Row10                
## Dat$Column4:Dat$Row10                
## Dat$Column2:Dat$Row11                
## Dat$Column3:Dat$Row11                
## Dat$Column4:Dat$Row11                
## Dat$Column2:Dat$Row12                
## Dat$Column3:Dat$Row12                
## Dat$Column4:Dat$Row12                
## Dat$Column2:Dat$Row13             *  
## Dat$Column3:Dat$Row13             ** 
## Dat$Column4:Dat$Row13                
## Dat$Column2:Dat$Row14                
## Dat$Column3:Dat$Row14                
## Dat$Column4:Dat$Row14                
## Dat$Column2:Dat$Row15                
## Dat$Column3:Dat$Row15                
## Dat$Column4:Dat$Row15                
## Dat$Column2:Dat$Row16                
## Dat$Column3:Dat$Row16                
## Dat$Column4:Dat$Row16                
## Dat$Column2:Dat$Row17                
## Dat$Column3:Dat$Row17                
## Dat$Column4:Dat$Row17                
## Dat$Column2:Dat$Row18                
## Dat$Column3:Dat$Row18                
## Dat$Column4:Dat$Row18                
## Dat$Column2:Dat$Row19                
## Dat$Column3:Dat$Row19                
## Dat$Column4:Dat$Row19                
## Dat$Column2:Dat$Row2                 
## Dat$Column3:Dat$Row2                 
## Dat$Column4:Dat$Row2                 
## Dat$Column2:Dat$Row20                
## Dat$Column3:Dat$Row20                
## Dat$Column4:Dat$Row20                
## Dat$Column2:Dat$Row21                
## Dat$Column3:Dat$Row21                
## Dat$Column4:Dat$Row21                
## Dat$Column2:Dat$Row22                
## Dat$Column3:Dat$Row22                
## Dat$Column4:Dat$Row22                
## Dat$Column2:Dat$Row23                
## Dat$Column3:Dat$Row23                
## Dat$Column4:Dat$Row23                
## Dat$Column2:Dat$Row24                
## Dat$Column3:Dat$Row24                
## Dat$Column4:Dat$Row24                
## Dat$Column2:Dat$Row25                
## Dat$Column3:Dat$Row25                
## Dat$Column4:Dat$Row25                
## Dat$Column2:Dat$Row26                
## Dat$Column3:Dat$Row26                
## Dat$Column4:Dat$Row26                
## Dat$Column2:Dat$Row27                
## Dat$Column3:Dat$Row27                
## Dat$Column4:Dat$Row27                
## Dat$Column2:Dat$Row28                
## Dat$Column3:Dat$Row28             *  
## Dat$Column4:Dat$Row28                
## Dat$Column2:Dat$Row29                
## Dat$Column3:Dat$Row29                
## Dat$Column4:Dat$Row29                
## Dat$Column2:Dat$Row3                 
## Dat$Column3:Dat$Row3                 
## Dat$Column4:Dat$Row3                 
## Dat$Column2:Dat$Row30                
## Dat$Column3:Dat$Row30                
## Dat$Column4:Dat$Row30                
## Dat$Column2:Dat$Row31                
## Dat$Column3:Dat$Row31                
## Dat$Column4:Dat$Row31                
## Dat$Column2:Dat$Row32                
## Dat$Column3:Dat$Row32                
## Dat$Column4:Dat$Row32                
## Dat$Column2:Dat$Row33                
## Dat$Column3:Dat$Row33                
## Dat$Column4:Dat$Row33                
## Dat$Column2:Dat$Row34                
## Dat$Column3:Dat$Row34             *  
## Dat$Column4:Dat$Row34                
## Dat$Column2:Dat$Row35                
## Dat$Column3:Dat$Row35                
## Dat$Column4:Dat$Row35                
## Dat$Column2:Dat$Row36                
## Dat$Column3:Dat$Row36             *  
## Dat$Column4:Dat$Row36                
## Dat$Column2:Dat$Row37                
## Dat$Column3:Dat$Row37                
## Dat$Column4:Dat$Row37                
## Dat$Column2:Dat$Row38                
## Dat$Column3:Dat$Row38                
## Dat$Column4:Dat$Row38                
## Dat$Column2:Dat$Row39                
## Dat$Column3:Dat$Row39                
## Dat$Column4:Dat$Row39                
## Dat$Column2:Dat$Row4                 
## Dat$Column3:Dat$Row4                 
## Dat$Column4:Dat$Row4                 
## Dat$Column2:Dat$Row40                
## Dat$Column3:Dat$Row40                
## Dat$Column4:Dat$Row40                
## Dat$Column2:Dat$Row41                
## Dat$Column3:Dat$Row41                
## Dat$Column4:Dat$Row41                
## Dat$Column2:Dat$Row42                
## Dat$Column3:Dat$Row42                
## Dat$Column4:Dat$Row42                
## Dat$Column2:Dat$Row43             *  
## Dat$Column3:Dat$Row43                
## Dat$Column4:Dat$Row43                
## Dat$Column2:Dat$Row44                
## Dat$Column3:Dat$Row44                
## Dat$Column4:Dat$Row44                
## Dat$Column2:Dat$Row45                
## Dat$Column3:Dat$Row45                
## Dat$Column4:Dat$Row45                
## Dat$Column2:Dat$Row46                
## Dat$Column3:Dat$Row46                
## Dat$Column4:Dat$Row46                
## Dat$Column2:Dat$Row47                
## Dat$Column3:Dat$Row47                
## Dat$Column4:Dat$Row47                
## Dat$Column2:Dat$Row48                
## Dat$Column3:Dat$Row48                
## Dat$Column4:Dat$Row48                
## Dat$Column2:Dat$Row49                
## Dat$Column3:Dat$Row49                
## Dat$Column4:Dat$Row49                
## Dat$Column2:Dat$Row5                 
## Dat$Column3:Dat$Row5                 
## Dat$Column4:Dat$Row5                 
## Dat$Column2:Dat$Row50                
## Dat$Column3:Dat$Row50                
## Dat$Column4:Dat$Row50                
## Dat$Column2:Dat$Row6                 
## Dat$Column3:Dat$Row6                 
## Dat$Column4:Dat$Row6                 
## Dat$Column2:Dat$Row7                 
## Dat$Column3:Dat$Row7              ** 
## Dat$Column4:Dat$Row7                 
## Dat$Column2:Dat$Row8                 
## Dat$Column3:Dat$Row8                 
## Dat$Column4:Dat$Row8                 
## Dat$Column2:Dat$Row9                 
## Dat$Column3:Dat$Row9                 
## Dat$Column4:Dat$Row9                 
## Dat$HeightL:Dat$Column2:Dat$Row10    
## Dat$HeightM:Dat$Column2:Dat$Row10    
## Dat$HeightL:Dat$Column3:Dat$Row10    
## Dat$HeightM:Dat$Column3:Dat$Row10    
## Dat$HeightL:Dat$Column4:Dat$Row10    
## Dat$HeightM:Dat$Column4:Dat$Row10    
## Dat$HeightL:Dat$Column2:Dat$Row11    
## Dat$HeightM:Dat$Column2:Dat$Row11    
## Dat$HeightL:Dat$Column3:Dat$Row11    
## Dat$HeightM:Dat$Column3:Dat$Row11    
## Dat$HeightL:Dat$Column4:Dat$Row11    
## Dat$HeightM:Dat$Column4:Dat$Row11    
## Dat$HeightL:Dat$Column2:Dat$Row12    
## Dat$HeightM:Dat$Column2:Dat$Row12    
## Dat$HeightL:Dat$Column3:Dat$Row12    
## Dat$HeightM:Dat$Column3:Dat$Row12    
## Dat$HeightL:Dat$Column4:Dat$Row12    
## Dat$HeightM:Dat$Column4:Dat$Row12    
## Dat$HeightL:Dat$Column2:Dat$Row13    
## Dat$HeightM:Dat$Column2:Dat$Row13    
## Dat$HeightL:Dat$Column3:Dat$Row13    
## Dat$HeightM:Dat$Column3:Dat$Row13    
## Dat$HeightL:Dat$Column4:Dat$Row13    
## Dat$HeightM:Dat$Column4:Dat$Row13    
## Dat$HeightL:Dat$Column2:Dat$Row14    
## Dat$HeightM:Dat$Column2:Dat$Row14    
## Dat$HeightL:Dat$Column3:Dat$Row14    
## Dat$HeightM:Dat$Column3:Dat$Row14    
## Dat$HeightL:Dat$Column4:Dat$Row14    
## Dat$HeightM:Dat$Column4:Dat$Row14    
## Dat$HeightL:Dat$Column2:Dat$Row15    
## Dat$HeightM:Dat$Column2:Dat$Row15    
## Dat$HeightL:Dat$Column3:Dat$Row15    
## Dat$HeightM:Dat$Column3:Dat$Row15    
## Dat$HeightL:Dat$Column4:Dat$Row15    
## Dat$HeightM:Dat$Column4:Dat$Row15    
## Dat$HeightL:Dat$Column2:Dat$Row16    
## Dat$HeightM:Dat$Column2:Dat$Row16    
## Dat$HeightL:Dat$Column3:Dat$Row16    
## Dat$HeightM:Dat$Column3:Dat$Row16    
## Dat$HeightL:Dat$Column4:Dat$Row16    
## Dat$HeightM:Dat$Column4:Dat$Row16    
## Dat$HeightL:Dat$Column2:Dat$Row17    
## Dat$HeightM:Dat$Column2:Dat$Row17    
## Dat$HeightL:Dat$Column3:Dat$Row17    
## Dat$HeightM:Dat$Column3:Dat$Row17    
## Dat$HeightL:Dat$Column4:Dat$Row17    
## Dat$HeightM:Dat$Column4:Dat$Row17    
## Dat$HeightL:Dat$Column2:Dat$Row18    
## Dat$HeightM:Dat$Column2:Dat$Row18    
## Dat$HeightL:Dat$Column3:Dat$Row18 *  
## Dat$HeightM:Dat$Column3:Dat$Row18    
## Dat$HeightL:Dat$Column4:Dat$Row18    
## Dat$HeightM:Dat$Column4:Dat$Row18    
## Dat$HeightL:Dat$Column2:Dat$Row19    
## Dat$HeightM:Dat$Column2:Dat$Row19    
## Dat$HeightL:Dat$Column3:Dat$Row19    
## Dat$HeightM:Dat$Column3:Dat$Row19    
## Dat$HeightL:Dat$Column4:Dat$Row19    
## Dat$HeightM:Dat$Column4:Dat$Row19    
## Dat$HeightL:Dat$Column2:Dat$Row2     
## Dat$HeightM:Dat$Column2:Dat$Row2     
## Dat$HeightL:Dat$Column3:Dat$Row2     
## Dat$HeightM:Dat$Column3:Dat$Row2     
## Dat$HeightL:Dat$Column4:Dat$Row2     
## Dat$HeightM:Dat$Column4:Dat$Row2     
## Dat$HeightL:Dat$Column2:Dat$Row20    
## Dat$HeightM:Dat$Column2:Dat$Row20    
## Dat$HeightL:Dat$Column3:Dat$Row20    
## Dat$HeightM:Dat$Column3:Dat$Row20    
## Dat$HeightL:Dat$Column4:Dat$Row20    
## Dat$HeightM:Dat$Column4:Dat$Row20    
## Dat$HeightL:Dat$Column2:Dat$Row21 .  
## Dat$HeightM:Dat$Column2:Dat$Row21    
## Dat$HeightL:Dat$Column3:Dat$Row21    
## Dat$HeightM:Dat$Column3:Dat$Row21    
## Dat$HeightL:Dat$Column4:Dat$Row21    
## Dat$HeightM:Dat$Column4:Dat$Row21    
## Dat$HeightL:Dat$Column2:Dat$Row22    
## Dat$HeightM:Dat$Column2:Dat$Row22    
## Dat$HeightL:Dat$Column3:Dat$Row22    
## Dat$HeightM:Dat$Column3:Dat$Row22    
## Dat$HeightL:Dat$Column4:Dat$Row22    
## Dat$HeightM:Dat$Column4:Dat$Row22    
## Dat$HeightL:Dat$Column2:Dat$Row23    
## Dat$HeightM:Dat$Column2:Dat$Row23    
## Dat$HeightL:Dat$Column3:Dat$Row23    
## Dat$HeightM:Dat$Column3:Dat$Row23    
## Dat$HeightL:Dat$Column4:Dat$Row23    
## Dat$HeightM:Dat$Column4:Dat$Row23    
## Dat$HeightL:Dat$Column2:Dat$Row24 .  
## Dat$HeightM:Dat$Column2:Dat$Row24    
## Dat$HeightL:Dat$Column3:Dat$Row24    
## Dat$HeightM:Dat$Column3:Dat$Row24    
## Dat$HeightL:Dat$Column4:Dat$Row24    
## Dat$HeightM:Dat$Column4:Dat$Row24    
## Dat$HeightL:Dat$Column2:Dat$Row25    
## Dat$HeightM:Dat$Column2:Dat$Row25    
## Dat$HeightL:Dat$Column3:Dat$Row25    
## Dat$HeightM:Dat$Column3:Dat$Row25    
## Dat$HeightL:Dat$Column4:Dat$Row25    
## Dat$HeightM:Dat$Column4:Dat$Row25    
## Dat$HeightL:Dat$Column2:Dat$Row26    
## Dat$HeightM:Dat$Column2:Dat$Row26    
## Dat$HeightL:Dat$Column3:Dat$Row26    
## Dat$HeightM:Dat$Column3:Dat$Row26    
## Dat$HeightL:Dat$Column4:Dat$Row26    
## Dat$HeightM:Dat$Column4:Dat$Row26    
## Dat$HeightL:Dat$Column2:Dat$Row27    
## Dat$HeightM:Dat$Column2:Dat$Row27    
## Dat$HeightL:Dat$Column3:Dat$Row27    
## Dat$HeightM:Dat$Column3:Dat$Row27    
## Dat$HeightL:Dat$Column4:Dat$Row27    
## Dat$HeightM:Dat$Column4:Dat$Row27    
## Dat$HeightL:Dat$Column2:Dat$Row28    
## Dat$HeightM:Dat$Column2:Dat$Row28    
## Dat$HeightL:Dat$Column3:Dat$Row28    
## Dat$HeightM:Dat$Column3:Dat$Row28    
## Dat$HeightL:Dat$Column4:Dat$Row28    
## Dat$HeightM:Dat$Column4:Dat$Row28    
## Dat$HeightL:Dat$Column2:Dat$Row29    
## Dat$HeightM:Dat$Column2:Dat$Row29    
## Dat$HeightL:Dat$Column3:Dat$Row29    
## Dat$HeightM:Dat$Column3:Dat$Row29    
## Dat$HeightL:Dat$Column4:Dat$Row29    
## Dat$HeightM:Dat$Column4:Dat$Row29    
## Dat$HeightL:Dat$Column2:Dat$Row3     
## Dat$HeightM:Dat$Column2:Dat$Row3  *  
## Dat$HeightL:Dat$Column3:Dat$Row3  *  
## Dat$HeightM:Dat$Column3:Dat$Row3     
## Dat$HeightL:Dat$Column4:Dat$Row3     
## Dat$HeightM:Dat$Column4:Dat$Row3     
## Dat$HeightL:Dat$Column2:Dat$Row30    
## Dat$HeightM:Dat$Column2:Dat$Row30    
## Dat$HeightL:Dat$Column3:Dat$Row30    
## Dat$HeightM:Dat$Column3:Dat$Row30    
## Dat$HeightL:Dat$Column4:Dat$Row30    
## Dat$HeightM:Dat$Column4:Dat$Row30    
## Dat$HeightL:Dat$Column2:Dat$Row31    
## Dat$HeightM:Dat$Column2:Dat$Row31    
## Dat$HeightL:Dat$Column3:Dat$Row31    
## Dat$HeightM:Dat$Column3:Dat$Row31    
## Dat$HeightL:Dat$Column4:Dat$Row31    
## Dat$HeightM:Dat$Column4:Dat$Row31    
## Dat$HeightL:Dat$Column2:Dat$Row32    
## Dat$HeightM:Dat$Column2:Dat$Row32    
## Dat$HeightL:Dat$Column3:Dat$Row32    
## Dat$HeightM:Dat$Column3:Dat$Row32    
## Dat$HeightL:Dat$Column4:Dat$Row32    
## Dat$HeightM:Dat$Column4:Dat$Row32    
## Dat$HeightL:Dat$Column2:Dat$Row33    
## Dat$HeightM:Dat$Column2:Dat$Row33    
## Dat$HeightL:Dat$Column3:Dat$Row33    
## Dat$HeightM:Dat$Column3:Dat$Row33    
## Dat$HeightL:Dat$Column4:Dat$Row33    
## Dat$HeightM:Dat$Column4:Dat$Row33    
## Dat$HeightL:Dat$Column2:Dat$Row34    
## Dat$HeightM:Dat$Column2:Dat$Row34    
## Dat$HeightL:Dat$Column3:Dat$Row34    
## Dat$HeightM:Dat$Column3:Dat$Row34    
## Dat$HeightL:Dat$Column4:Dat$Row34    
## Dat$HeightM:Dat$Column4:Dat$Row34    
## Dat$HeightL:Dat$Column2:Dat$Row35    
## Dat$HeightM:Dat$Column2:Dat$Row35    
## Dat$HeightL:Dat$Column3:Dat$Row35    
## Dat$HeightM:Dat$Column3:Dat$Row35    
## Dat$HeightL:Dat$Column4:Dat$Row35    
## Dat$HeightM:Dat$Column4:Dat$Row35    
## Dat$HeightL:Dat$Column2:Dat$Row36    
## Dat$HeightM:Dat$Column2:Dat$Row36    
## Dat$HeightL:Dat$Column3:Dat$Row36    
## Dat$HeightM:Dat$Column3:Dat$Row36    
## Dat$HeightL:Dat$Column4:Dat$Row36    
## Dat$HeightM:Dat$Column4:Dat$Row36    
## Dat$HeightL:Dat$Column2:Dat$Row37    
## Dat$HeightM:Dat$Column2:Dat$Row37    
## Dat$HeightL:Dat$Column3:Dat$Row37    
## Dat$HeightM:Dat$Column3:Dat$Row37    
## Dat$HeightL:Dat$Column4:Dat$Row37    
## Dat$HeightM:Dat$Column4:Dat$Row37    
## Dat$HeightL:Dat$Column2:Dat$Row38    
## Dat$HeightM:Dat$Column2:Dat$Row38    
## Dat$HeightL:Dat$Column3:Dat$Row38    
## Dat$HeightM:Dat$Column3:Dat$Row38    
## Dat$HeightL:Dat$Column4:Dat$Row38    
## Dat$HeightM:Dat$Column4:Dat$Row38    
## Dat$HeightL:Dat$Column2:Dat$Row39    
## Dat$HeightM:Dat$Column2:Dat$Row39    
## Dat$HeightL:Dat$Column3:Dat$Row39    
## Dat$HeightM:Dat$Column3:Dat$Row39    
## Dat$HeightL:Dat$Column4:Dat$Row39    
## Dat$HeightM:Dat$Column4:Dat$Row39    
## Dat$HeightL:Dat$Column2:Dat$Row4     
## Dat$HeightM:Dat$Column2:Dat$Row4     
## Dat$HeightL:Dat$Column3:Dat$Row4  .  
## Dat$HeightM:Dat$Column3:Dat$Row4     
## Dat$HeightL:Dat$Column4:Dat$Row4     
## Dat$HeightM:Dat$Column4:Dat$Row4     
## Dat$HeightL:Dat$Column2:Dat$Row40    
## Dat$HeightM:Dat$Column2:Dat$Row40    
## Dat$HeightL:Dat$Column3:Dat$Row40    
## Dat$HeightM:Dat$Column3:Dat$Row40    
## Dat$HeightL:Dat$Column4:Dat$Row40    
## Dat$HeightM:Dat$Column4:Dat$Row40    
## Dat$HeightL:Dat$Column2:Dat$Row41    
## Dat$HeightM:Dat$Column2:Dat$Row41    
## Dat$HeightL:Dat$Column3:Dat$Row41    
## Dat$HeightM:Dat$Column3:Dat$Row41    
## Dat$HeightL:Dat$Column4:Dat$Row41    
## Dat$HeightM:Dat$Column4:Dat$Row41    
## Dat$HeightL:Dat$Column2:Dat$Row42 *  
## Dat$HeightM:Dat$Column2:Dat$Row42    
## Dat$HeightL:Dat$Column3:Dat$Row42 *  
## Dat$HeightM:Dat$Column3:Dat$Row42    
## Dat$HeightL:Dat$Column4:Dat$Row42    
## Dat$HeightM:Dat$Column4:Dat$Row42    
## Dat$HeightL:Dat$Column2:Dat$Row43    
## Dat$HeightM:Dat$Column2:Dat$Row43    
## Dat$HeightL:Dat$Column3:Dat$Row43    
## Dat$HeightM:Dat$Column3:Dat$Row43 ** 
## Dat$HeightL:Dat$Column4:Dat$Row43    
## Dat$HeightM:Dat$Column4:Dat$Row43    
## Dat$HeightL:Dat$Column2:Dat$Row44    
## Dat$HeightM:Dat$Column2:Dat$Row44    
## Dat$HeightL:Dat$Column3:Dat$Row44 .  
## Dat$HeightM:Dat$Column3:Dat$Row44    
## Dat$HeightL:Dat$Column4:Dat$Row44    
## Dat$HeightM:Dat$Column4:Dat$Row44    
## Dat$HeightL:Dat$Column2:Dat$Row45    
## Dat$HeightM:Dat$Column2:Dat$Row45    
## Dat$HeightL:Dat$Column3:Dat$Row45    
## Dat$HeightM:Dat$Column3:Dat$Row45    
## Dat$HeightL:Dat$Column4:Dat$Row45    
## Dat$HeightM:Dat$Column4:Dat$Row45    
## Dat$HeightL:Dat$Column2:Dat$Row46    
## Dat$HeightM:Dat$Column2:Dat$Row46    
## Dat$HeightL:Dat$Column3:Dat$Row46    
## Dat$HeightM:Dat$Column3:Dat$Row46    
## Dat$HeightL:Dat$Column4:Dat$Row46    
## Dat$HeightM:Dat$Column4:Dat$Row46    
## Dat$HeightL:Dat$Column2:Dat$Row47    
## Dat$HeightM:Dat$Column2:Dat$Row47    
## Dat$HeightL:Dat$Column3:Dat$Row47    
## Dat$HeightM:Dat$Column3:Dat$Row47    
## Dat$HeightL:Dat$Column4:Dat$Row47 .  
## Dat$HeightM:Dat$Column4:Dat$Row47    
## Dat$HeightL:Dat$Column2:Dat$Row48    
## Dat$HeightM:Dat$Column2:Dat$Row48    
## Dat$HeightL:Dat$Column3:Dat$Row48    
## Dat$HeightM:Dat$Column3:Dat$Row48    
## Dat$HeightL:Dat$Column4:Dat$Row48    
## Dat$HeightM:Dat$Column4:Dat$Row48    
## Dat$HeightL:Dat$Column2:Dat$Row49    
## Dat$HeightM:Dat$Column2:Dat$Row49    
## Dat$HeightL:Dat$Column3:Dat$Row49    
## Dat$HeightM:Dat$Column3:Dat$Row49    
## Dat$HeightL:Dat$Column4:Dat$Row49    
## Dat$HeightM:Dat$Column4:Dat$Row49    
## Dat$HeightL:Dat$Column2:Dat$Row5     
## Dat$HeightM:Dat$Column2:Dat$Row5     
## Dat$HeightL:Dat$Column3:Dat$Row5     
## Dat$HeightM:Dat$Column3:Dat$Row5     
## Dat$HeightL:Dat$Column4:Dat$Row5     
## Dat$HeightM:Dat$Column4:Dat$Row5     
## Dat$HeightL:Dat$Column2:Dat$Row50    
## Dat$HeightM:Dat$Column2:Dat$Row50    
## Dat$HeightL:Dat$Column3:Dat$Row50    
## Dat$HeightM:Dat$Column3:Dat$Row50    
## Dat$HeightL:Dat$Column4:Dat$Row50    
## Dat$HeightM:Dat$Column4:Dat$Row50    
## Dat$HeightL:Dat$Column2:Dat$Row6     
## Dat$HeightM:Dat$Column2:Dat$Row6     
## Dat$HeightL:Dat$Column3:Dat$Row6     
## Dat$HeightM:Dat$Column3:Dat$Row6     
## Dat$HeightL:Dat$Column4:Dat$Row6     
## Dat$HeightM:Dat$Column4:Dat$Row6     
## Dat$HeightL:Dat$Column2:Dat$Row7  *  
## Dat$HeightM:Dat$Column2:Dat$Row7     
## Dat$HeightL:Dat$Column3:Dat$Row7     
## Dat$HeightM:Dat$Column3:Dat$Row7  .  
## Dat$HeightL:Dat$Column4:Dat$Row7     
## Dat$HeightM:Dat$Column4:Dat$Row7     
## Dat$HeightL:Dat$Column2:Dat$Row8     
## Dat$HeightM:Dat$Column2:Dat$Row8     
## Dat$HeightL:Dat$Column3:Dat$Row8     
## Dat$HeightM:Dat$Column3:Dat$Row8     
## Dat$HeightL:Dat$Column4:Dat$Row8     
## Dat$HeightM:Dat$Column4:Dat$Row8     
## Dat$HeightL:Dat$Column2:Dat$Row9     
## Dat$HeightM:Dat$Column2:Dat$Row9     
## Dat$HeightL:Dat$Column3:Dat$Row9     
## Dat$HeightM:Dat$Column3:Dat$Row9     
## Dat$HeightL:Dat$Column4:Dat$Row9     
## Dat$HeightM:Dat$Column4:Dat$Row9     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2208 on 1313 degrees of freedom
## Multiple R-squared:  0.3513, Adjusted R-squared:  0.1162 
## F-statistic: 1.494 on 476 and 1313 DF,  p-value: 2.23e-08
## Analysis of Variance Table
## 
## Response: Dat$NBI5
##                                 Df Sum Sq Mean Sq F value   Pr(>F)    
## Dat$Height                       2      3   1.352  0.0212 0.978979    
## Dat$Column                       3     50  16.825  0.2644 0.851104    
## Dat$Row                         49     22   0.453  0.0071 1.000000    
## Dat$Height:Dat$Column            6    795 132.483  2.0816 0.052659 .  
## Dat$Height:Dat$Row              98   8157  83.239  1.3079 0.027100 *  
## Dat$Column:Dat$Row             106   7730  72.925  1.1458 0.155856    
## Dat$Height:Dat$Column:Dat$Row  212  18762  88.498  1.3905 0.000485 ***
## Residuals                     1313  83565  63.644                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Dat$NBI5 ~ Dat$Height * Dat$Column * Dat$Row)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -20.763  -4.606   0.110   4.718  24.328 
## 
## Coefficients: (123 not defined because of singularities)
##                                     Estimate Std. Error t value Pr(>|t|)
## (Intercept)                         5.140116   2.820555   1.822 0.068625
## Dat$HeightL                        -8.521451   3.876482  -2.198 0.028106
## Dat$HeightM                        -6.572965   3.876482  -1.696 0.090199
## Dat$Column2                        -4.964586   5.400952  -0.919 0.358157
## Dat$Column3                        -5.603287   5.400952  -1.037 0.299711
## Dat$Column4                        -6.228791   5.400952  -1.153 0.249007
## Dat$Row10                          -1.476250   4.885345  -0.302 0.762563
## Dat$Row11                          -9.606837   3.988867  -2.408 0.016159
## Dat$Row12                           3.034271   5.400952   0.562 0.574346
## Dat$Row13                           1.572241   6.306953   0.249 0.803178
## Dat$Row14                          -3.601667   5.400952  -0.667 0.504980
## Dat$Row15                           3.347424   5.400952   0.620 0.535507
## Dat$Row16                          -1.629333   5.400952  -0.302 0.762947
## Dat$Row17                           0.229226   7.282642   0.031 0.974895
## Dat$Row18                         -11.249333   5.400952  -2.083 0.037459
## Dat$Row19                          -9.061667   5.400952  -1.678 0.093626
## Dat$Row2                           -5.662273   5.400952  -1.048 0.294655
## Dat$Row20                          -5.629186   5.400952  -1.042 0.297484
## Dat$Row21                          -5.166149   4.885345  -1.057 0.290488
## Dat$Row22                         -14.443182   5.400952  -2.674 0.007584
## Dat$Row23                          -6.169264   5.400952  -1.142 0.253556
## Dat$Row24                         -10.808333   5.400952  -2.001 0.045577
## Dat$Row25                         -10.978939   5.400952  -2.033 0.042276
## Dat$Row26                          -4.227742   6.306953  -0.670 0.502765
## Dat$Row27                          -6.350625   5.400952  -1.176 0.239874
## Dat$Row28                          -8.660455   5.400952  -1.604 0.109064
## Dat$Row29                          -3.879271   5.400952  -0.718 0.472727
## Dat$Row3                           -9.205606   5.400952  -1.704 0.088535
## Dat$Row30                         -11.528667   5.400952  -2.135 0.032982
## Dat$Row31                          -5.807762   3.988867  -1.456 0.145634
## Dat$Row32                          -0.171970   5.400952  -0.032 0.974604
## Dat$Row33                          -8.617727   5.400952  -1.596 0.110820
## Dat$Row34                           5.193561   5.400952   0.962 0.336427
## Dat$Row35                          -4.330056   4.885345  -0.886 0.375599
## Dat$Row36                          -2.830937   5.400952  -0.524 0.600259
## Dat$Row37                          -5.739896   5.400952  -1.063 0.288088
## Dat$Row38                          -1.203387   6.306953  -0.191 0.848709
## Dat$Row39                          -3.167727   5.400952  -0.587 0.557632
## Dat$Row4                            0.018561   4.885345   0.004 0.996969
## Dat$Row40                         -13.664394   5.400952  -2.530 0.011522
## Dat$Row41                           1.452394   4.885345   0.297 0.766288
## Dat$Row42                           4.840455   5.400952   0.896 0.370298
## Dat$Row43                          -8.985538   5.400952  -1.664 0.096412
## Dat$Row44                          -2.217500   6.306953  -0.352 0.725198
## Dat$Row45                          -8.040426   5.400952  -1.489 0.136805
## Dat$Row46                         -13.796163   6.306953  -2.187 0.028885
## Dat$Row47                          -6.701977   5.400952  -1.241 0.214869
## Dat$Row48                          -4.508939   5.400952  -0.835 0.403959
## Dat$Row49                           2.780909   5.400952   0.515 0.606715
## Dat$Row5                           -3.902396   5.400952  -0.723 0.470092
## Dat$Row50                          -0.345680   3.988867  -0.087 0.930954
## Dat$Row6                           -0.249242   5.400952  -0.046 0.963199
## Dat$Row7                          -13.837424   5.400952  -2.562 0.010517
## Dat$Row8                           -4.571364   5.400952  -0.846 0.397484
## Dat$Row9                            0.312451   5.400952   0.058 0.953876
## Dat$HeightL:Dat$Column2             5.772083   7.221698   0.799 0.424279
## Dat$HeightM:Dat$Column2            15.067361   7.221698   2.086 0.037135
## Dat$HeightL:Dat$Column3             8.529583   7.221698   1.181 0.237775
## Dat$HeightM:Dat$Column3             5.849861   7.221698   0.810 0.418064
## Dat$HeightL:Dat$Column4             9.524917   7.533223   1.264 0.206315
## Dat$HeightM:Dat$Column4            10.281012   7.360257   1.397 0.162701
## Dat$HeightL:Dat$Row10              -0.161250   6.844650  -0.024 0.981208
## Dat$HeightM:Dat$Row10               2.375694   7.221698   0.329 0.742234
## Dat$HeightL:Dat$Row11              15.395750   5.417294   2.842 0.004553
## Dat$HeightM:Dat$Row11              10.742639   5.482174   1.960 0.050259
## Dat$HeightL:Dat$Row12              -0.244583   7.221698  -0.034 0.972988
## Dat$HeightM:Dat$Row12              -8.066806   7.221698  -1.117 0.264189
## Dat$HeightL:Dat$Row13               1.561250   7.922140   0.197 0.843800
## Dat$HeightM:Dat$Row13               3.031528   7.922140   0.383 0.702030
## Dat$HeightL:Dat$Row14               0.212917   7.221698   0.029 0.976484
## Dat$HeightM:Dat$Row14               2.635694   7.221698   0.365 0.715193
## Dat$HeightL:Dat$Row15              -3.565417   7.221698  -0.494 0.621594
## Dat$HeightM:Dat$Row15              -4.180139   7.221698  -0.579 0.562803
## Dat$HeightL:Dat$Row16              10.747083   8.250090   1.303 0.192918
## Dat$HeightM:Dat$Row16               2.031528   7.580014   0.268 0.788733
## Dat$HeightL:Dat$Row17              -2.398333   9.211894  -0.260 0.794633
## Dat$HeightM:Dat$Row17               3.471667   9.211894   0.377 0.706333
## Dat$HeightL:Dat$Row18              12.781250   7.221698   1.770 0.076986
## Dat$HeightM:Dat$Row18              10.196528   7.221698   1.412 0.158208
## Dat$HeightL:Dat$Row19              11.615417   7.221698   1.608 0.107987
## Dat$HeightM:Dat$Row19              15.070694   7.221698   2.087 0.037093
## Dat$HeightL:Dat$Row2                7.403750   7.221698   1.025 0.305453
## Dat$HeightM:Dat$Row2                4.241528   7.221698   0.587 0.557082
## Dat$HeightL:Dat$Row20              10.281250   7.221698   1.424 0.154782
## Dat$HeightM:Dat$Row20               8.886528   7.221698   1.231 0.218719
## Dat$HeightL:Dat$Row21              13.646250   6.445584   2.117 0.034435
## Dat$HeightM:Dat$Row21               7.772028   6.608103   1.176 0.239754
## Dat$HeightL:Dat$Row22              22.003750   7.221698   3.047 0.002358
## Dat$HeightM:Dat$Row22              15.941528   7.221698   2.207 0.027455
## Dat$HeightL:Dat$Row23               8.792083   7.221698   1.217 0.223650
## Dat$HeightM:Dat$Row23               2.351528   7.580014   0.310 0.756437
## Dat$HeightL:Dat$Row24              13.237083   7.221698   1.833 0.067035
## Dat$HeightM:Dat$Row24              12.750861   6.997908   1.822 0.068668
## Dat$HeightL:Dat$Row25              10.834583   7.221698   1.500 0.133782
## Dat$HeightM:Dat$Row25              15.042361   7.221698   2.083 0.037450
## Dat$HeightL:Dat$Row26               0.746250   7.922140   0.094 0.924966
## Dat$HeightM:Dat$Row26               1.641528   7.922140   0.207 0.835880
## Dat$HeightL:Dat$Row27              11.096250   7.221698   1.537 0.124653
## Dat$HeightM:Dat$Row27              -0.125972   7.221698  -0.017 0.986085
## Dat$HeightL:Dat$Row28              17.293750   7.221698   2.395 0.016774
## Dat$HeightM:Dat$Row28              13.296528   7.221698   1.841 0.065819
## Dat$HeightL:Dat$Row29               4.722083   7.221698   0.654 0.513307
## Dat$HeightM:Dat$Row29              -0.621806   7.580014  -0.082 0.934634
## Dat$HeightL:Dat$Row3                6.162083   7.221698   0.853 0.393663
## Dat$HeightM:Dat$Row3               17.099861   7.221698   2.368 0.018036
## Dat$HeightL:Dat$Row30              18.196250   7.221698   2.520 0.011865
## Dat$HeightM:Dat$Row30              17.901528   7.580014   2.362 0.018338
## Dat$HeightL:Dat$Row31               7.422857   5.663451   1.311 0.190202
## Dat$HeightM:Dat$Row31               3.024444   5.795690   0.522 0.601867
## Dat$HeightL:Dat$Row32               9.587083   7.221698   1.328 0.184561
## Dat$HeightM:Dat$Row32               0.804861   7.221698   0.111 0.911276
## Dat$HeightL:Dat$Row33               7.931250   7.221698   1.098 0.272295
## Dat$HeightM:Dat$Row33               8.059028   7.221698   1.116 0.264649
## Dat$HeightL:Dat$Row34             -11.029583   7.221698  -1.527 0.126931
## Dat$HeightM:Dat$Row34              -6.571806   7.221698  -0.910 0.362985
## Dat$HeightL:Dat$Row35              10.778750   6.844650   1.575 0.115550
## Dat$HeightM:Dat$Row35               4.981528   6.844650   0.728 0.466867
## Dat$HeightL:Dat$Row36              12.157083   7.580014   1.604 0.108991
## Dat$HeightM:Dat$Row36               2.874028   7.221698   0.398 0.690716
## Dat$HeightL:Dat$Row37               7.947083   7.580014   1.048 0.294635
## Dat$HeightM:Dat$Row37               7.164861   7.221698   0.992 0.321317
## Dat$HeightL:Dat$Row38               4.078750   7.922140   0.515 0.606741
## Dat$HeightM:Dat$Row38              -6.048472   7.922140  -0.763 0.445309
## Dat$HeightL:Dat$Row39               7.824583   7.221698   1.083 0.278793
## Dat$HeightM:Dat$Row39               5.559861   7.221698   0.770 0.441508
## Dat$HeightL:Dat$Row4                5.716250   6.844650   0.835 0.403790
## Dat$HeightM:Dat$Row4                2.004028   7.221698   0.278 0.781439
## Dat$HeightL:Dat$Row40              21.017083   7.221698   2.910 0.003672
## Dat$HeightM:Dat$Row40              19.322361   7.221698   2.676 0.007552
## Dat$HeightL:Dat$Row41              -1.774464   6.326943  -0.280 0.779168
## Dat$HeightM:Dat$Row41              -2.455972   6.445584  -0.381 0.703241
## Dat$HeightL:Dat$Row42              -7.309583   7.580014  -0.964 0.335061
## Dat$HeightM:Dat$Row42               1.092861   6.997908   0.156 0.875923
## Dat$HeightL:Dat$Row43              10.280417   7.221698   1.424 0.154816
## Dat$HeightM:Dat$Row43              10.205694   7.221698   1.413 0.157834
## Dat$HeightL:Dat$Row44              18.061250   7.922140   2.280 0.022777
## Dat$HeightM:Dat$Row44               2.931528   7.922140   0.370 0.711411
## Dat$HeightL:Dat$Row45               6.409583   7.221698   0.888 0.374948
## Dat$HeightM:Dat$Row45              13.377361   7.221698   1.852 0.064195
## Dat$HeightL:Dat$Row46              16.377083   8.250090   1.985 0.047343
## Dat$HeightM:Dat$Row46              20.677528   7.718684   2.679 0.007479
## Dat$HeightL:Dat$Row47              13.731250   7.221698   1.901 0.057470
## Dat$HeightM:Dat$Row47              10.871528   7.221698   1.505 0.132462
## Dat$HeightL:Dat$Row48              13.610417   7.221698   1.885 0.059697
## Dat$HeightM:Dat$Row48               5.905694   7.221698   0.818 0.413636
## Dat$HeightL:Dat$Row49              -0.356250   7.221698  -0.049 0.960663
## Dat$HeightM:Dat$Row49              -0.015972   7.221698  -0.002 0.998236
## Dat$HeightL:Dat$Row5               10.673750   7.580014   1.408 0.159325
## Dat$HeightM:Dat$Row5               -0.520139   7.221698  -0.072 0.942593
## Dat$HeightL:Dat$Row50              -0.394500   5.417294  -0.073 0.941959
## Dat$HeightM:Dat$Row50               7.998849   5.663451   1.412 0.158080
## Dat$HeightL:Dat$Row6                7.232083   7.221698   1.001 0.316800
## Dat$HeightM:Dat$Row6               -1.265139   7.221698  -0.175 0.860961
## Dat$HeightL:Dat$Row7               17.630417   7.221698   2.441 0.014765
## Dat$HeightM:Dat$Row7               17.530694   7.221698   2.428 0.015337
## Dat$HeightL:Dat$Row8                8.607917   7.221698   1.192 0.233496
## Dat$HeightM:Dat$Row8                6.845694   7.221698   0.948 0.343337
## Dat$HeightL:Dat$Row9                6.242917   7.221698   0.864 0.387490
## Dat$HeightM:Dat$Row9                5.253194   7.221698   0.727 0.467100
## Dat$Column2:Dat$Row10              -5.125417   8.142241  -0.629 0.529141
## Dat$Column3:Dat$Row10               8.011250   8.142241   0.984 0.325340
## Dat$Column4:Dat$Row10                     NA         NA      NA       NA
## Dat$Column2:Dat$Row11               9.953750   7.638099   1.303 0.192745
## Dat$Column3:Dat$Row11              16.153750   7.638099   2.115 0.034627
## Dat$Column4:Dat$Row11                     NA         NA      NA       NA
## Dat$Column2:Dat$Row12              -5.376250   8.461665  -0.635 0.525301
## Dat$Column3:Dat$Row12              -3.999583   8.461665  -0.473 0.636527
## Dat$Column4:Dat$Row12                     NA         NA      NA       NA
## Dat$Column2:Dat$Row13               3.770417   9.066816   0.416 0.677589
## Dat$Column3:Dat$Row13              -2.656250   9.066816  -0.293 0.769596
## Dat$Column4:Dat$Row13                     NA         NA      NA       NA
## Dat$Column2:Dat$Row14               8.023750   8.461665   0.948 0.343178
## Dat$Column3:Dat$Row14              -4.689583   8.461665  -0.554 0.579526
## Dat$Column4:Dat$Row14                     NA         NA      NA       NA
## Dat$Column2:Dat$Row15              -2.252917   8.461665  -0.266 0.790089
## Dat$Column3:Dat$Row15               1.360417   8.461665   0.161 0.872296
## Dat$Column4:Dat$Row15                     NA         NA      NA       NA
## Dat$Column2:Dat$Row16              -1.279583   8.461665  -0.151 0.879824
## Dat$Column3:Dat$Row16               2.727083   8.461665   0.322 0.747287
## Dat$Column4:Dat$Row16                     NA         NA      NA       NA
## Dat$Column2:Dat$Row17              -2.860000   9.770689  -0.293 0.769788
## Dat$Column3:Dat$Row17                     NA         NA      NA       NA
## Dat$Column4:Dat$Row17                     NA         NA      NA       NA
## Dat$Column2:Dat$Row18              -0.309583   8.461665  -0.037 0.970820
## Dat$Column3:Dat$Row18              16.120417   8.461665   1.905 0.056984
## Dat$Column4:Dat$Row18                     NA         NA      NA       NA
## Dat$Column2:Dat$Row19              13.153750   8.461665   1.555 0.120304
## Dat$Column3:Dat$Row19               8.860417   8.461665   1.047 0.295235
## Dat$Column4:Dat$Row19                     NA         NA      NA       NA
## Dat$Column2:Dat$Row2                7.703750   8.461665   0.910 0.362763
## Dat$Column3:Dat$Row2               10.793750   8.461665   1.276 0.202321
## Dat$Column4:Dat$Row2                      NA         NA      NA       NA
## Dat$Column2:Dat$Row20               6.773750   7.809763   0.867 0.385912
## Dat$Column3:Dat$Row20               8.337083   8.461665   0.985 0.324670
## Dat$Column4:Dat$Row20                     NA         NA      NA       NA
## Dat$Column2:Dat$Row21              12.786250   8.142241   1.570 0.116572
## Dat$Column3:Dat$Row21               3.602917   8.142241   0.442 0.658203
## Dat$Column4:Dat$Row21                     NA         NA      NA       NA
## Dat$Column2:Dat$Row22              19.817083   8.461665   2.342 0.019330
## Dat$Column3:Dat$Row22               7.057083   8.461665   0.834 0.404429
## Dat$Column4:Dat$Row22                     NA         NA      NA       NA
## Dat$Column2:Dat$Row23              -1.996250   8.461665  -0.236 0.813534
## Dat$Column3:Dat$Row23              -4.886250   8.461665  -0.577 0.563730
## Dat$Column4:Dat$Row23              -0.678750   8.461665  -0.080 0.936079
## Dat$Column2:Dat$Row24               6.900417   9.066816   0.761 0.446756
## Dat$Column3:Dat$Row24              14.317083   8.461665   1.692 0.090884
## Dat$Column4:Dat$Row24                     NA         NA      NA       NA
## Dat$Column2:Dat$Row25              11.790417   8.461665   1.393 0.163737
## Dat$Column3:Dat$Row25              11.993750   8.461665   1.417 0.156597
## Dat$Column4:Dat$Row25                     NA         NA      NA       NA
## Dat$Column2:Dat$Row26              -4.647917   9.634030  -0.482 0.629568
## Dat$Column3:Dat$Row26               6.998750   9.066816   0.772 0.440308
## Dat$Column4:Dat$Row26                     NA         NA      NA       NA
## Dat$Column2:Dat$Row27              11.870417   8.461665   1.403 0.160899
## Dat$Column3:Dat$Row27               6.577083   9.066816   0.725 0.468335
## Dat$Column4:Dat$Row27                     NA         NA      NA       NA
## Dat$Column2:Dat$Row28               8.070417   8.461665   0.954 0.340380
## Dat$Column3:Dat$Row28               5.867083   8.461665   0.693 0.488199
## Dat$Column4:Dat$Row28                     NA         NA      NA       NA
## Dat$Column2:Dat$Row29               5.097917   8.142241   0.626 0.531353
## Dat$Column3:Dat$Row29              -0.299583   8.461665  -0.035 0.971762
## Dat$Column4:Dat$Row29                     NA         NA      NA       NA
## Dat$Column2:Dat$Row3               16.167083   8.461665   1.911 0.056270
## Dat$Column3:Dat$Row3               21.793750   8.461665   2.576 0.010116
## Dat$Column4:Dat$Row3                      NA         NA      NA       NA
## Dat$Column2:Dat$Row30              11.470417   8.461665   1.356 0.175468
## Dat$Column3:Dat$Row30              12.153750   8.461665   1.436 0.151146
## Dat$Column4:Dat$Row30                     NA         NA      NA       NA
## Dat$Column2:Dat$Row31               8.010000   7.638099   1.049 0.294514
## Dat$Column3:Dat$Row31               7.546667   7.638099   0.988 0.323320
## Dat$Column4:Dat$Row31                     NA         NA      NA       NA
## Dat$Column2:Dat$Row32               2.027083   8.461665   0.240 0.810708
## Dat$Column3:Dat$Row32               0.403750   8.461665   0.048 0.961950
## Dat$Column4:Dat$Row32              -1.315417   8.461665  -0.155 0.876486
## Dat$Column2:Dat$Row33               6.387083   8.461665   0.755 0.450489
## Dat$Column3:Dat$Row33              14.733750   8.461665   1.741 0.081877
## Dat$Column4:Dat$Row33                     NA         NA      NA       NA
## Dat$Column2:Dat$Row34              -0.986250   8.461665  -0.117 0.907230
## Dat$Column3:Dat$Row34              -8.372917   8.461665  -0.990 0.322595
## Dat$Column4:Dat$Row34              -9.395417   8.461665  -1.110 0.267051
## Dat$Column2:Dat$Row35              -0.472083   8.142241  -0.058 0.953774
## Dat$Column3:Dat$Row35               7.191250   8.142241   0.883 0.377288
## Dat$Column4:Dat$Row35              -4.397917   8.142241  -0.540 0.589195
## Dat$Column2:Dat$Row36               5.307083   8.461665   0.627 0.530643
## Dat$Column3:Dat$Row36              -3.049583   8.461665  -0.360 0.718606
## Dat$Column4:Dat$Row36                     NA         NA      NA       NA
## Dat$Column2:Dat$Row37               1.807083   8.461665   0.214 0.830922
## Dat$Column3:Dat$Row37              -0.826250   8.461665  -0.098 0.922228
## Dat$Column4:Dat$Row37                     NA         NA      NA       NA
## Dat$Column2:Dat$Row38              -1.642917   8.769462  -0.187 0.851419
## Dat$Column3:Dat$Row38               2.043750   9.066816   0.225 0.821695
## Dat$Column4:Dat$Row38                     NA         NA      NA       NA
## Dat$Column2:Dat$Row39              -8.612917   8.461665  -1.018 0.308925
## Dat$Column3:Dat$Row39              10.407083   8.461665   1.230 0.218951
## Dat$Column4:Dat$Row39                     NA         NA      NA       NA
## Dat$Column2:Dat$Row4               -3.050417   8.142241  -0.375 0.707988
## Dat$Column3:Dat$Row4               -6.973750   8.142241  -0.856 0.391883
## Dat$Column4:Dat$Row4                      NA         NA      NA       NA
## Dat$Column2:Dat$Row40              20.713750   8.461665   2.448 0.014497
## Dat$Column3:Dat$Row40              14.777083   8.461665   1.746 0.080983
## Dat$Column4:Dat$Row40                     NA         NA      NA       NA
## Dat$Column2:Dat$Row41              -1.715417   8.142241  -0.211 0.833169
## Dat$Column3:Dat$Row41              -1.685417   8.142241  -0.207 0.836045
## Dat$Column4:Dat$Row41               1.182083   8.769462   0.135 0.892794
## Dat$Column2:Dat$Row42              -2.172917   8.461665  -0.257 0.797377
## Dat$Column3:Dat$Row42              -2.439583   8.461665  -0.288 0.773155
## Dat$Column4:Dat$Row42                     NA         NA      NA       NA
## Dat$Column2:Dat$Row43               8.013750   8.461665   0.947 0.343780
## Dat$Column3:Dat$Row43               5.423750   9.066816   0.598 0.549811
## Dat$Column4:Dat$Row43                     NA         NA      NA       NA
## Dat$Column2:Dat$Row44               1.057083   9.066816   0.117 0.907204
## Dat$Column3:Dat$Row44              -0.249583   9.066816  -0.028 0.978043
## Dat$Column4:Dat$Row44                     NA         NA      NA       NA
## Dat$Column2:Dat$Row45              13.937083   8.461665   1.647 0.099780
## Dat$Column3:Dat$Row45               4.173750   8.461665   0.493 0.621916
## Dat$Column4:Dat$Row45               9.451250   8.461665   1.117 0.264220
## Dat$Column2:Dat$Row46              20.867083   9.066816   2.301 0.021521
## Dat$Column3:Dat$Row46              19.873750   9.066816   2.192 0.028560
## Dat$Column4:Dat$Row46              16.524583   9.066816   1.823 0.068601
## Dat$Column2:Dat$Row47              10.163750   8.461665   1.201 0.229909
## Dat$Column3:Dat$Row47              17.397083   8.142241   2.137 0.032811
## Dat$Column4:Dat$Row47               0.737917   8.461665   0.087 0.930520
## Dat$Column2:Dat$Row48               1.743750   9.066816   0.192 0.847520
## Dat$Column3:Dat$Row48               7.461250   8.142241   0.916 0.359645
## Dat$Column4:Dat$Row48                     NA         NA      NA       NA
## Dat$Column2:Dat$Row49              -9.376250   8.461665  -1.108 0.268028
## Dat$Column3:Dat$Row49              -9.552917   8.461665  -1.129 0.259119
## Dat$Column4:Dat$Row49              -5.552083   8.461665  -0.656 0.511845
## Dat$Column2:Dat$Row5                0.830417   8.461665   0.098 0.921837
## Dat$Column3:Dat$Row5               14.190417   8.461665   1.677 0.093776
## Dat$Column4:Dat$Row5                      NA         NA      NA       NA
## Dat$Column2:Dat$Row50               0.009167   7.638099   0.001 0.999043
## Dat$Column3:Dat$Row50              -6.517500   7.638099  -0.853 0.393655
## Dat$Column4:Dat$Row50                     NA         NA      NA       NA
## Dat$Column2:Dat$Row6                7.370417   8.461665   0.871 0.383894
## Dat$Column3:Dat$Row6                7.807083   8.461665   0.923 0.356364
## Dat$Column4:Dat$Row6                      NA         NA      NA       NA
## Dat$Column2:Dat$Row7                9.773750   8.461665   1.155 0.248275
## Dat$Column3:Dat$Row7               16.167083   8.461665   1.911 0.056270
## Dat$Column4:Dat$Row7                      NA         NA      NA       NA
## Dat$Column2:Dat$Row8                9.983750   8.461665   1.180 0.238262
## Dat$Column3:Dat$Row8               -0.886250   8.461665  -0.105 0.916600
## Dat$Column4:Dat$Row8                      NA         NA      NA       NA
## Dat$Column2:Dat$Row9               -3.936250   8.461665  -0.465 0.641875
## Dat$Column3:Dat$Row9               -6.206250   8.142241  -0.762 0.446060
## Dat$Column4:Dat$Row9                      NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row10  11.442917  11.004584   1.040 0.298609
## Dat$HeightM:Dat$Column2:Dat$Row10  -5.708194  11.476421  -0.497 0.619001
## Dat$HeightL:Dat$Column3:Dat$Row10  -9.211250  11.004584  -0.837 0.402724
## Dat$HeightM:Dat$Column3:Dat$Row10  -3.375694  11.242978  -0.300 0.764035
## Dat$HeightL:Dat$Column4:Dat$Row10         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row10         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row11 -15.788250  10.178344  -1.551 0.121104
## Dat$HeightM:Dat$Column2:Dat$Row11 -15.590139  10.213024  -1.526 0.127127
## Dat$HeightL:Dat$Column3:Dat$Row11 -16.530750  10.178344  -1.624 0.104592
## Dat$HeightM:Dat$Column3:Dat$Row11 -20.127639  10.213024  -1.971 0.048959
## Dat$HeightL:Dat$Column4:Dat$Row11         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row11         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row12   7.391250  11.242978   0.657 0.511032
## Dat$HeightM:Dat$Column2:Dat$Row12   4.383472  11.242978   0.390 0.696685
## Dat$HeightL:Dat$Column3:Dat$Row12   3.222083  11.476421   0.281 0.778941
## Dat$HeightM:Dat$Column3:Dat$Row12   8.019306  11.242978   0.713 0.475804
## Dat$HeightL:Dat$Column4:Dat$Row12         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row12         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row13  -8.497917  11.705209  -0.726 0.467972
## Dat$HeightM:Dat$Column2:Dat$Row13 -20.098194  11.705209  -1.717 0.086210
## Dat$HeightL:Dat$Column3:Dat$Row13  -2.293750  11.929611  -0.192 0.847558
## Dat$HeightM:Dat$Column3:Dat$Row13  -1.116528  12.366203  -0.090 0.928072
## Dat$HeightL:Dat$Column4:Dat$Row13         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row13         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row14  -5.483750  11.242978  -0.488 0.625809
## Dat$HeightM:Dat$Column2:Dat$Row14 -15.021528  11.242978  -1.336 0.181754
## Dat$HeightL:Dat$Column3:Dat$Row14  15.672083  11.242978   1.394 0.163570
## Dat$HeightM:Dat$Column3:Dat$Row14  13.569306  11.242978   1.207 0.227683
## Dat$HeightL:Dat$Column4:Dat$Row14         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row14         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row15  -1.694583  11.242978  -0.151 0.880217
## Dat$HeightM:Dat$Column2:Dat$Row15  -2.017361  11.242978  -0.179 0.857625
## Dat$HeightL:Dat$Column3:Dat$Row15  -2.110417  11.242978  -0.188 0.851133
## Dat$HeightM:Dat$Column3:Dat$Row15   0.634306  11.242978   0.056 0.955017
## Dat$HeightL:Dat$Column4:Dat$Row15         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row15         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row16  -4.817917  11.929611  -0.404 0.686380
## Dat$HeightM:Dat$Column2:Dat$Row16 -10.427361  11.476421  -0.909 0.363733
## Dat$HeightL:Dat$Column3:Dat$Row16 -10.669583  11.929611  -0.894 0.371283
## Dat$HeightM:Dat$Column3:Dat$Row16  -4.189028  11.476421  -0.365 0.715161
## Dat$HeightL:Dat$Column4:Dat$Row16         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row16         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row17   3.917500  12.613906   0.311 0.756177
## Dat$HeightM:Dat$Column2:Dat$Row17  -6.305000  12.613906  -0.500 0.617268
## Dat$HeightL:Dat$Column3:Dat$Row17         NA         NA      NA       NA
## Dat$HeightM:Dat$Column3:Dat$Row17         NA         NA      NA       NA
## Dat$HeightL:Dat$Column4:Dat$Row17         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row17         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row18   9.232083  11.242978   0.821 0.411714
## Dat$HeightM:Dat$Column2:Dat$Row18  -2.623194  11.242978  -0.233 0.815550
## Dat$HeightL:Dat$Column3:Dat$Row18 -22.795417  11.929611  -1.911 0.056244
## Dat$HeightM:Dat$Column3:Dat$Row18  -7.298194  11.476421  -0.636 0.524933
## Dat$HeightL:Dat$Column4:Dat$Row18         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row18         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row19 -12.348750  11.242978  -1.098 0.272252
## Dat$HeightM:Dat$Column2:Dat$Row19 -31.806528  11.242978  -2.829 0.004740
## Dat$HeightL:Dat$Column3:Dat$Row19  -8.130417  11.242978  -0.723 0.469713
## Dat$HeightM:Dat$Column3:Dat$Row19 -16.815694  11.242978  -1.496 0.134982
## Dat$HeightL:Dat$Column4:Dat$Row19         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row19         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row2   -8.388750  11.242978  -0.746 0.455721
## Dat$HeightM:Dat$Column2:Dat$Row2  -11.866528  11.242978  -1.055 0.291409
## Dat$HeightL:Dat$Column3:Dat$Row2  -14.376250  11.242978  -1.279 0.201233
## Dat$HeightM:Dat$Column3:Dat$Row2   -7.721528  11.242978  -0.687 0.492338
## Dat$HeightL:Dat$Column4:Dat$Row2          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row2          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row20  -8.525000  10.384683  -0.821 0.411841
## Dat$HeightM:Dat$Column2:Dat$Row20 -20.403313  10.439260  -1.954 0.050857
## Dat$HeightL:Dat$Column3:Dat$Row20 -11.529583  11.242978  -1.025 0.305320
## Dat$HeightM:Dat$Column3:Dat$Row20 -16.487361  11.242978  -1.466 0.142763
## Dat$HeightL:Dat$Column4:Dat$Row20         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row20         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row21 -24.798750  10.760909  -2.305 0.021349
## Dat$HeightM:Dat$Column2:Dat$Row21 -26.474528  10.859035  -2.438 0.014900
## Dat$HeightL:Dat$Column3:Dat$Row21  -8.507917  10.760909  -0.791 0.429302
## Dat$HeightM:Dat$Column3:Dat$Row21 -12.121194  10.859035  -1.116 0.264527
## Dat$HeightL:Dat$Column4:Dat$Row21         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row21         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row22 -18.989583  11.242978  -1.689 0.091454
## Dat$HeightM:Dat$Column2:Dat$Row22 -35.962361  11.242978  -3.199 0.001414
## Dat$HeightL:Dat$Column3:Dat$Row22  -7.224583  11.242978  -0.643 0.520605
## Dat$HeightM:Dat$Column3:Dat$Row22  -9.669861  11.242978  -0.860 0.389902
## Dat$HeightL:Dat$Column4:Dat$Row22         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row22         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row23  14.053750  11.242978   1.250 0.211521
## Dat$HeightM:Dat$Column2:Dat$Row23  -7.900694  11.476421  -0.688 0.491305
## Dat$HeightL:Dat$Column3:Dat$Row23   0.461250  11.242978   0.041 0.967282
## Dat$HeightM:Dat$Column3:Dat$Row23  14.996806  11.476421   1.307 0.191527
## Dat$HeightL:Dat$Column4:Dat$Row23   3.815917  11.445570   0.333 0.738888
## Dat$HeightM:Dat$Column4:Dat$Row23  10.785655  11.564112   0.933 0.351155
## Dat$HeightL:Dat$Column2:Dat$Row24  -4.345417  11.705209  -0.371 0.710520
## Dat$HeightM:Dat$Column2:Dat$Row24 -16.876694  11.568479  -1.459 0.144845
## Dat$HeightL:Dat$Column3:Dat$Row24 -14.364583  11.242978  -1.278 0.201599
## Dat$HeightM:Dat$Column3:Dat$Row24 -15.620861  11.100556  -1.407 0.159601
## Dat$HeightL:Dat$Column4:Dat$Row24         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row24         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row25 -16.077917  11.242978  -1.430 0.152943
## Dat$HeightM:Dat$Column2:Dat$Row25 -23.915694  11.242978  -2.127 0.033592
## Dat$HeightL:Dat$Column3:Dat$Row25   1.001250  11.242978   0.089 0.929051
## Dat$HeightM:Dat$Column3:Dat$Row25 -16.731528  11.242978  -1.488 0.136945
## Dat$HeightL:Dat$Column4:Dat$Row25         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row25         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row26  20.997917  12.149868   1.728 0.084180
## Dat$HeightM:Dat$Column2:Dat$Row26   0.120139  12.149868   0.010 0.992112
## Dat$HeightL:Dat$Column3:Dat$Row26  -1.433750  11.705209  -0.122 0.902531
## Dat$HeightM:Dat$Column3:Dat$Row26  -3.951528  11.705209  -0.338 0.735728
## Dat$HeightL:Dat$Column4:Dat$Row26         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row26         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row27 -13.142917  11.242978  -1.169 0.242620
## Dat$HeightM:Dat$Column2:Dat$Row27 -15.483194  11.242978  -1.377 0.168703
## Dat$HeightL:Dat$Column3:Dat$Row27  -7.572083  11.705209  -0.647 0.517811
## Dat$HeightM:Dat$Column3:Dat$Row27   1.675139  11.705209   0.143 0.886225
## Dat$HeightL:Dat$Column4:Dat$Row27         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row27         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row28 -10.372917  11.242978  -0.923 0.356378
## Dat$HeightM:Dat$Column2:Dat$Row28 -23.325694  11.242978  -2.075 0.038210
## Dat$HeightL:Dat$Column3:Dat$Row28 -17.119583  11.242978  -1.523 0.128077
## Dat$HeightM:Dat$Column3:Dat$Row28 -11.094861  11.242978  -0.987 0.323910
## Dat$HeightL:Dat$Column4:Dat$Row28         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row28         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row29   0.147083  11.004584   0.013 0.989338
## Dat$HeightM:Dat$Column2:Dat$Row29  -8.736528  11.242978  -0.777 0.437260
## Dat$HeightL:Dat$Column3:Dat$Row29  10.289583  11.242978   0.915 0.360254
## Dat$HeightM:Dat$Column3:Dat$Row29  -2.553194  11.705209  -0.218 0.827366
## Dat$HeightL:Dat$Column4:Dat$Row29         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row29         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row3  -17.832083  11.242978  -1.586 0.112966
## Dat$HeightM:Dat$Column2:Dat$Row3  -39.024861  11.242978  -3.471 0.000535
## Dat$HeightL:Dat$Column3:Dat$Row3  -20.448750  11.242978  -1.819 0.069169
## Dat$HeightM:Dat$Column3:Dat$Row3  -24.189028  11.242978  -2.151 0.031620
## Dat$HeightL:Dat$Column4:Dat$Row3          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row3          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row30 -13.187917  11.476421  -1.149 0.250711
## Dat$HeightM:Dat$Column2:Dat$Row30 -24.650694  11.705209  -2.106 0.035397
## Dat$HeightL:Dat$Column3:Dat$Row30 -19.326250  11.242978  -1.719 0.085857
## Dat$HeightM:Dat$Column3:Dat$Row30 -21.926528  11.476421  -1.911 0.056277
## Dat$HeightL:Dat$Column4:Dat$Row30         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row30         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row31  -0.430357  10.311465  -0.042 0.966716
## Dat$HeightM:Dat$Column2:Dat$Row31 -13.436944  10.384683  -1.294 0.195921
## Dat$HeightL:Dat$Column3:Dat$Row31  -2.589524  10.311465  -0.251 0.801752
## Dat$HeightM:Dat$Column3:Dat$Row31  -6.141111  10.384683  -0.591 0.554379
## Dat$HeightL:Dat$Column4:Dat$Row31         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row31         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row32  -6.439583  11.242978  -0.573 0.566902
## Dat$HeightM:Dat$Column2:Dat$Row32 -15.554861  11.242978  -1.384 0.166741
## Dat$HeightL:Dat$Column3:Dat$Row32  -5.851250  11.242978  -0.520 0.602847
## Dat$HeightM:Dat$Column3:Dat$Row32  -3.241528  11.242978  -0.288 0.773151
## Dat$HeightL:Dat$Column4:Dat$Row32 -14.097417  11.445570  -1.232 0.218285
## Dat$HeightM:Dat$Column4:Dat$Row32  -3.871012  11.332475  -0.342 0.732717
## Dat$HeightL:Dat$Column2:Dat$Row33   0.672917  11.242978   0.060 0.952282
## Dat$HeightM:Dat$Column2:Dat$Row33  -5.552361  11.242978  -0.494 0.621494
## Dat$HeightL:Dat$Column3:Dat$Row33 -15.796250  11.242978  -1.405 0.160261
## Dat$HeightM:Dat$Column3:Dat$Row33 -17.544028  11.242978  -1.560 0.118896
## Dat$HeightL:Dat$Column4:Dat$Row33         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row33         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row34   4.596250  11.242978   0.409 0.682745
## Dat$HeightM:Dat$Column2:Dat$Row34   0.108472  11.242978   0.010 0.992304
## Dat$HeightL:Dat$Column3:Dat$Row34  11.665417  11.242978   1.038 0.299660
## Dat$HeightM:Dat$Column3:Dat$Row34  11.957639  11.242978   1.064 0.287721
## Dat$HeightL:Dat$Column4:Dat$Row34  19.500083  11.445570   1.704 0.088669
## Dat$HeightM:Dat$Column4:Dat$Row34  10.711488  11.332475   0.945 0.344729
## Dat$HeightL:Dat$Column2:Dat$Row35  -0.685417  11.004584  -0.062 0.950346
## Dat$HeightM:Dat$Column2:Dat$Row35  -6.465694  11.004584  -0.588 0.556938
## Dat$HeightL:Dat$Column3:Dat$Row35 -11.051250  11.004584  -1.004 0.315448
## Dat$HeightM:Dat$Column3:Dat$Row35 -11.244028  11.004584  -1.022 0.307083
## Dat$HeightL:Dat$Column4:Dat$Row35  -2.009917  11.211485  -0.179 0.857751
## Dat$HeightM:Dat$Column4:Dat$Row35   3.471488  11.096004   0.313 0.754437
## Dat$HeightL:Dat$Column2:Dat$Row36 -12.072917  11.476421  -1.052 0.293004
## Dat$HeightM:Dat$Column2:Dat$Row36 -15.149861  11.242978  -1.347 0.178053
## Dat$HeightL:Dat$Column3:Dat$Row36  -8.041250  11.476421  -0.701 0.483630
## Dat$HeightM:Dat$Column3:Dat$Row36   5.374306  11.242978   0.478 0.632720
## Dat$HeightL:Dat$Column4:Dat$Row36         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row36         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row37  -5.012083  11.476421  -0.437 0.662380
## Dat$HeightM:Dat$Column2:Dat$Row37  -6.267361  11.242978  -0.557 0.577317
## Dat$HeightL:Dat$Column3:Dat$Row37   1.328750  11.476421   0.116 0.907844
## Dat$HeightM:Dat$Column3:Dat$Row37   5.548472  11.242978   0.494 0.621738
## Dat$HeightL:Dat$Column4:Dat$Row37         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row37         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row38   4.765417  11.476421   0.415 0.678037
## Dat$HeightM:Dat$Column2:Dat$Row38   4.029306  11.705209   0.344 0.730727
## Dat$HeightL:Dat$Column3:Dat$Row38  -5.596250  11.705209  -0.478 0.632659
## Dat$HeightM:Dat$Column3:Dat$Row38  12.216806  11.929611   1.024 0.305989
## Dat$HeightL:Dat$Column4:Dat$Row38         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row38         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row39   7.585417  11.242978   0.675 0.499998
## Dat$HeightM:Dat$Column2:Dat$Row39   3.715139  11.242978   0.330 0.741120
## Dat$HeightL:Dat$Column3:Dat$Row39 -12.134583  11.242978  -1.079 0.280651
## Dat$HeightM:Dat$Column3:Dat$Row39 -21.382361  11.242978  -1.902 0.057411
## Dat$HeightL:Dat$Column4:Dat$Row39         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row39         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row4    1.435417  11.004584   0.130 0.896240
## Dat$HeightM:Dat$Column2:Dat$Row4   -5.969861  11.242978  -0.531 0.595518
## Dat$HeightL:Dat$Column3:Dat$Row4   -3.116250  11.004584  -0.283 0.777085
## Dat$HeightM:Dat$Column3:Dat$Row4    7.578472  11.242978   0.674 0.500390
## Dat$HeightL:Dat$Column4:Dat$Row4          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row4          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row40 -26.921250  11.242978  -2.394 0.016783
## Dat$HeightM:Dat$Column2:Dat$Row40 -37.139028  11.242978  -3.303 0.000981
## Dat$HeightL:Dat$Column3:Dat$Row40 -24.474583  11.242978  -2.177 0.029667
## Dat$HeightM:Dat$Column3:Dat$Row40 -20.614861  11.242978  -1.834 0.066943
## Dat$HeightL:Dat$Column4:Dat$Row40         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row40         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row41   3.948631  10.690268   0.369 0.711914
## Dat$HeightM:Dat$Column2:Dat$Row41  -6.604861  10.760909  -0.614 0.539465
## Dat$HeightL:Dat$Column3:Dat$Row41  -1.443869  10.690268  -0.135 0.892582
## Dat$HeightM:Dat$Column3:Dat$Row41   3.757639  10.760909   0.349 0.727000
## Dat$HeightL:Dat$Column4:Dat$Row41   1.626631  11.609885   0.140 0.888597
## Dat$HeightM:Dat$Column4:Dat$Row41   6.849821  11.564112   0.592 0.553729
## Dat$HeightL:Dat$Column2:Dat$Row42   9.189583  11.476421   0.801 0.423429
## Dat$HeightM:Dat$Column2:Dat$Row42 -13.662861  11.100556  -1.231 0.218608
## Dat$HeightL:Dat$Column3:Dat$Row42   0.673750  11.476421   0.059 0.953194
## Dat$HeightM:Dat$Column3:Dat$Row42 -10.573694  11.100556  -0.953 0.341000
## Dat$HeightL:Dat$Column4:Dat$Row42         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row42         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row43  -1.893750  11.242978  -0.168 0.866264
## Dat$HeightM:Dat$Column2:Dat$Row43 -15.071528  11.242978  -1.341 0.180306
## Dat$HeightL:Dat$Column3:Dat$Row43  -4.338750  11.705209  -0.371 0.710944
## Dat$HeightM:Dat$Column3:Dat$Row43  -7.607361  11.929611  -0.638 0.523788
## Dat$HeightL:Dat$Column4:Dat$Row43         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row43         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row44 -19.709583  11.705209  -1.684 0.092452
## Dat$HeightM:Dat$Column2:Dat$Row44 -11.924861  11.705209  -1.019 0.308502
## Dat$HeightL:Dat$Column3:Dat$Row44 -21.865417  11.705209  -1.868 0.061984
## Dat$HeightM:Dat$Column3:Dat$Row44   3.739306  11.705209   0.319 0.749431
## Dat$HeightL:Dat$Column4:Dat$Row44         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row44         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row45  -6.447083  11.242978  -0.573 0.566450
## Dat$HeightM:Dat$Column2:Dat$Row45 -24.534861  11.242978  -2.182 0.029269
## Dat$HeightL:Dat$Column3:Dat$Row45   4.171250  11.242978   0.371 0.710690
## Dat$HeightM:Dat$Column3:Dat$Row45  -9.065694  11.476421  -0.790 0.429705
## Dat$HeightL:Dat$Column4:Dat$Row45 -12.226583  11.445570  -1.068 0.285610
## Dat$HeightM:Dat$Column4:Dat$Row45 -24.765179  11.332475  -2.185 0.029041
## Dat$HeightL:Dat$Column2:Dat$Row46 -23.025417  11.929611  -1.930 0.053809
## Dat$HeightM:Dat$Column2:Dat$Row46 -36.650861  11.568479  -3.168 0.001569
## Dat$HeightL:Dat$Column3:Dat$Row46 -23.469583  11.929611  -1.967 0.049354
## Dat$HeightM:Dat$Column3:Dat$Row46 -26.830028  11.568479  -2.319 0.020535
## Dat$HeightL:Dat$Column4:Dat$Row46 -26.380750  12.120732  -2.176 0.029696
## Dat$HeightM:Dat$Column4:Dat$Row46 -27.869512  11.655478  -2.391 0.016938
## Dat$HeightL:Dat$Column2:Dat$Row47 -21.743750  11.242978  -1.934 0.053330
## Dat$HeightM:Dat$Column2:Dat$Row47 -23.869028  11.242978  -2.123 0.033939
## Dat$HeightL:Dat$Column3:Dat$Row47 -13.072083  11.004584  -1.188 0.235097
## Dat$HeightM:Dat$Column3:Dat$Row47 -29.756528  11.242978  -2.647 0.008226
## Dat$HeightL:Dat$Column4:Dat$Row47 -17.229083  11.674963  -1.476 0.140256
## Dat$HeightM:Dat$Column4:Dat$Row47 -10.169345  11.332475  -0.897 0.369690
## Dat$HeightL:Dat$Column2:Dat$Row48 -13.358750  11.705209  -1.141 0.253968
## Dat$HeightM:Dat$Column2:Dat$Row48 -16.859028  11.705209  -1.440 0.150021
## Dat$HeightL:Dat$Column3:Dat$Row48 -17.395750  10.859035  -1.602 0.109405
## Dat$HeightM:Dat$Column3:Dat$Row48  -1.934861  11.242978  -0.172 0.863389
## Dat$HeightL:Dat$Column4:Dat$Row48         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row48         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row49   6.746250  11.242978   0.600 0.548582
## Dat$HeightM:Dat$Column2:Dat$Row49  -1.881528  11.242978  -0.167 0.867119
## Dat$HeightL:Dat$Column3:Dat$Row49  11.660417  11.242978   1.037 0.299867
## Dat$HeightM:Dat$Column3:Dat$Row49   6.777639  11.242978   0.603 0.546724
## Dat$HeightL:Dat$Column4:Dat$Row49   6.511750  11.445570   0.569 0.569500
## Dat$HeightM:Dat$Column4:Dat$Row49   2.095655  11.332475   0.185 0.853317
## Dat$HeightL:Dat$Column2:Dat$Row5   -6.924583  11.476421  -0.603 0.546364
## Dat$HeightM:Dat$Column2:Dat$Row5   -7.128194  11.242978  -0.634 0.526183
## Dat$HeightL:Dat$Column3:Dat$Row5  -22.312083  11.476421  -1.944 0.052089
## Dat$HeightM:Dat$Column3:Dat$Row5   -5.790694  11.242978  -0.515 0.606605
## Dat$HeightL:Dat$Column4:Dat$Row5          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row5          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row50  -3.527167  10.178344  -0.347 0.728995
## Dat$HeightM:Dat$Column2:Dat$Row50 -20.400516  10.311465  -1.978 0.048089
## Dat$HeightL:Dat$Column3:Dat$Row50   7.462000  10.178344   0.733 0.463613
## Dat$HeightM:Dat$Column3:Dat$Row50   0.296151  10.311465   0.029 0.977092
## Dat$HeightL:Dat$Column4:Dat$Row50         NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row50         NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row6  -17.895417  11.242978  -1.592 0.111693
## Dat$HeightM:Dat$Column2:Dat$Row6  -20.208194  11.242978  -1.797 0.072501
## Dat$HeightL:Dat$Column3:Dat$Row6  -20.869583  11.242978  -1.856 0.063644
## Dat$HeightM:Dat$Column3:Dat$Row6   -1.872361  11.242978  -0.167 0.867761
## Dat$HeightL:Dat$Column4:Dat$Row6          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row6          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row7   -3.741250  11.242978  -0.333 0.739366
## Dat$HeightM:Dat$Column2:Dat$Row7  -26.421528  11.242978  -2.350 0.018918
## Dat$HeightL:Dat$Column3:Dat$Row7  -22.672083  11.242978  -2.017 0.043945
## Dat$HeightM:Dat$Column3:Dat$Row7  -13.089861  11.242978  -1.164 0.244526
## Dat$HeightL:Dat$Column4:Dat$Row7          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row7          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row8  -19.088750  11.242978  -1.698 0.089775
## Dat$HeightM:Dat$Column2:Dat$Row8  -18.454028  11.242978  -1.641 0.100958
## Dat$HeightL:Dat$Column3:Dat$Row8   -0.348750  11.242978  -0.031 0.975259
## Dat$HeightM:Dat$Column3:Dat$Row8    0.963472  11.242978   0.086 0.931722
## Dat$HeightL:Dat$Column4:Dat$Row8          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row8          NA         NA      NA       NA
## Dat$HeightL:Dat$Column2:Dat$Row9   -4.826250  11.242978  -0.429 0.667799
## Dat$HeightM:Dat$Column2:Dat$Row9   -7.944028  11.242978  -0.707 0.479955
## Dat$HeightL:Dat$Column3:Dat$Row9    2.011250  11.004584   0.183 0.855011
## Dat$HeightM:Dat$Column3:Dat$Row9   -0.136528  11.004584  -0.012 0.990103
## Dat$HeightL:Dat$Column4:Dat$Row9          NA         NA      NA       NA
## Dat$HeightM:Dat$Column4:Dat$Row9          NA         NA      NA       NA
##                                      
## (Intercept)                       .  
## Dat$HeightL                       *  
## Dat$HeightM                       .  
## Dat$Column2                          
## Dat$Column3                          
## Dat$Column4                          
## Dat$Row10                            
## Dat$Row11                         *  
## Dat$Row12                            
## Dat$Row13                            
## Dat$Row14                            
## Dat$Row15                            
## Dat$Row16                            
## Dat$Row17                            
## Dat$Row18                         *  
## Dat$Row19                         .  
## Dat$Row2                             
## Dat$Row20                            
## Dat$Row21                            
## Dat$Row22                         ** 
## Dat$Row23                            
## Dat$Row24                         *  
## Dat$Row25                         *  
## Dat$Row26                            
## Dat$Row27                            
## Dat$Row28                            
## Dat$Row29                            
## Dat$Row3                          .  
## Dat$Row30                         *  
## Dat$Row31                            
## Dat$Row32                            
## Dat$Row33                            
## Dat$Row34                            
## Dat$Row35                            
## Dat$Row36                            
## Dat$Row37                            
## Dat$Row38                            
## Dat$Row39                            
## Dat$Row4                             
## Dat$Row40                         *  
## Dat$Row41                            
## Dat$Row42                            
## Dat$Row43                         .  
## Dat$Row44                            
## Dat$Row45                            
## Dat$Row46                         *  
## Dat$Row47                            
## Dat$Row48                            
## Dat$Row49                            
## Dat$Row5                             
## Dat$Row50                            
## Dat$Row6                             
## Dat$Row7                          *  
## Dat$Row8                             
## Dat$Row9                             
## Dat$HeightL:Dat$Column2              
## Dat$HeightM:Dat$Column2           *  
## Dat$HeightL:Dat$Column3              
## Dat$HeightM:Dat$Column3              
## Dat$HeightL:Dat$Column4              
## Dat$HeightM:Dat$Column4              
## Dat$HeightL:Dat$Row10                
## Dat$HeightM:Dat$Row10                
## Dat$HeightL:Dat$Row11             ** 
## Dat$HeightM:Dat$Row11             .  
## Dat$HeightL:Dat$Row12                
## Dat$HeightM:Dat$Row12                
## Dat$HeightL:Dat$Row13                
## Dat$HeightM:Dat$Row13                
## Dat$HeightL:Dat$Row14                
## Dat$HeightM:Dat$Row14                
## Dat$HeightL:Dat$Row15                
## Dat$HeightM:Dat$Row15                
## Dat$HeightL:Dat$Row16                
## Dat$HeightM:Dat$Row16                
## Dat$HeightL:Dat$Row17                
## Dat$HeightM:Dat$Row17                
## Dat$HeightL:Dat$Row18             .  
## Dat$HeightM:Dat$Row18                
## Dat$HeightL:Dat$Row19                
## Dat$HeightM:Dat$Row19             *  
## Dat$HeightL:Dat$Row2                 
## Dat$HeightM:Dat$Row2                 
## Dat$HeightL:Dat$Row20                
## Dat$HeightM:Dat$Row20                
## Dat$HeightL:Dat$Row21             *  
## Dat$HeightM:Dat$Row21                
## Dat$HeightL:Dat$Row22             ** 
## Dat$HeightM:Dat$Row22             *  
## Dat$HeightL:Dat$Row23                
## Dat$HeightM:Dat$Row23                
## Dat$HeightL:Dat$Row24             .  
## Dat$HeightM:Dat$Row24             .  
## Dat$HeightL:Dat$Row25                
## Dat$HeightM:Dat$Row25             *  
## Dat$HeightL:Dat$Row26                
## Dat$HeightM:Dat$Row26                
## Dat$HeightL:Dat$Row27                
## Dat$HeightM:Dat$Row27                
## Dat$HeightL:Dat$Row28             *  
## Dat$HeightM:Dat$Row28             .  
## Dat$HeightL:Dat$Row29                
## Dat$HeightM:Dat$Row29                
## Dat$HeightL:Dat$Row3                 
## Dat$HeightM:Dat$Row3              *  
## Dat$HeightL:Dat$Row30             *  
## Dat$HeightM:Dat$Row30             *  
## Dat$HeightL:Dat$Row31                
## Dat$HeightM:Dat$Row31                
## Dat$HeightL:Dat$Row32                
## Dat$HeightM:Dat$Row32                
## Dat$HeightL:Dat$Row33                
## Dat$HeightM:Dat$Row33                
## Dat$HeightL:Dat$Row34                
## Dat$HeightM:Dat$Row34                
## Dat$HeightL:Dat$Row35                
## Dat$HeightM:Dat$Row35                
## Dat$HeightL:Dat$Row36                
## Dat$HeightM:Dat$Row36                
## Dat$HeightL:Dat$Row37                
## Dat$HeightM:Dat$Row37                
## Dat$HeightL:Dat$Row38                
## Dat$HeightM:Dat$Row38                
## Dat$HeightL:Dat$Row39                
## Dat$HeightM:Dat$Row39                
## Dat$HeightL:Dat$Row4                 
## Dat$HeightM:Dat$Row4                 
## Dat$HeightL:Dat$Row40             ** 
## Dat$HeightM:Dat$Row40             ** 
## Dat$HeightL:Dat$Row41                
## Dat$HeightM:Dat$Row41                
## Dat$HeightL:Dat$Row42                
## Dat$HeightM:Dat$Row42                
## Dat$HeightL:Dat$Row43                
## Dat$HeightM:Dat$Row43                
## Dat$HeightL:Dat$Row44             *  
## Dat$HeightM:Dat$Row44                
## Dat$HeightL:Dat$Row45                
## Dat$HeightM:Dat$Row45             .  
## Dat$HeightL:Dat$Row46             *  
## Dat$HeightM:Dat$Row46             ** 
## Dat$HeightL:Dat$Row47             .  
## Dat$HeightM:Dat$Row47                
## Dat$HeightL:Dat$Row48             .  
## Dat$HeightM:Dat$Row48                
## Dat$HeightL:Dat$Row49                
## Dat$HeightM:Dat$Row49                
## Dat$HeightL:Dat$Row5                 
## Dat$HeightM:Dat$Row5                 
## Dat$HeightL:Dat$Row50                
## Dat$HeightM:Dat$Row50                
## Dat$HeightL:Dat$Row6                 
## Dat$HeightM:Dat$Row6                 
## Dat$HeightL:Dat$Row7              *  
## Dat$HeightM:Dat$Row7              *  
## Dat$HeightL:Dat$Row8                 
## Dat$HeightM:Dat$Row8                 
## Dat$HeightL:Dat$Row9                 
## Dat$HeightM:Dat$Row9                 
## Dat$Column2:Dat$Row10                
## Dat$Column3:Dat$Row10                
## Dat$Column4:Dat$Row10                
## Dat$Column2:Dat$Row11                
## Dat$Column3:Dat$Row11             *  
## Dat$Column4:Dat$Row11                
## Dat$Column2:Dat$Row12                
## Dat$Column3:Dat$Row12                
## Dat$Column4:Dat$Row12                
## Dat$Column2:Dat$Row13                
## Dat$Column3:Dat$Row13                
## Dat$Column4:Dat$Row13                
## Dat$Column2:Dat$Row14                
## Dat$Column3:Dat$Row14                
## Dat$Column4:Dat$Row14                
## Dat$Column2:Dat$Row15                
## Dat$Column3:Dat$Row15                
## Dat$Column4:Dat$Row15                
## Dat$Column2:Dat$Row16                
## Dat$Column3:Dat$Row16                
## Dat$Column4:Dat$Row16                
## Dat$Column2:Dat$Row17                
## Dat$Column3:Dat$Row17                
## Dat$Column4:Dat$Row17                
## Dat$Column2:Dat$Row18                
## Dat$Column3:Dat$Row18             .  
## Dat$Column4:Dat$Row18                
## Dat$Column2:Dat$Row19                
## Dat$Column3:Dat$Row19                
## Dat$Column4:Dat$Row19                
## Dat$Column2:Dat$Row2                 
## Dat$Column3:Dat$Row2                 
## Dat$Column4:Dat$Row2                 
## Dat$Column2:Dat$Row20                
## Dat$Column3:Dat$Row20                
## Dat$Column4:Dat$Row20                
## Dat$Column2:Dat$Row21                
## Dat$Column3:Dat$Row21                
## Dat$Column4:Dat$Row21                
## Dat$Column2:Dat$Row22             *  
## Dat$Column3:Dat$Row22                
## Dat$Column4:Dat$Row22                
## Dat$Column2:Dat$Row23                
## Dat$Column3:Dat$Row23                
## Dat$Column4:Dat$Row23                
## Dat$Column2:Dat$Row24                
## Dat$Column3:Dat$Row24             .  
## Dat$Column4:Dat$Row24                
## Dat$Column2:Dat$Row25                
## Dat$Column3:Dat$Row25                
## Dat$Column4:Dat$Row25                
## Dat$Column2:Dat$Row26                
## Dat$Column3:Dat$Row26                
## Dat$Column4:Dat$Row26                
## Dat$Column2:Dat$Row27                
## Dat$Column3:Dat$Row27                
## Dat$Column4:Dat$Row27                
## Dat$Column2:Dat$Row28                
## Dat$Column3:Dat$Row28                
## Dat$Column4:Dat$Row28                
## Dat$Column2:Dat$Row29                
## Dat$Column3:Dat$Row29                
## Dat$Column4:Dat$Row29                
## Dat$Column2:Dat$Row3              .  
## Dat$Column3:Dat$Row3              *  
## Dat$Column4:Dat$Row3                 
## Dat$Column2:Dat$Row30                
## Dat$Column3:Dat$Row30                
## Dat$Column4:Dat$Row30                
## Dat$Column2:Dat$Row31                
## Dat$Column3:Dat$Row31                
## Dat$Column4:Dat$Row31                
## Dat$Column2:Dat$Row32                
## Dat$Column3:Dat$Row32                
## Dat$Column4:Dat$Row32                
## Dat$Column2:Dat$Row33                
## Dat$Column3:Dat$Row33             .  
## Dat$Column4:Dat$Row33                
## Dat$Column2:Dat$Row34                
## Dat$Column3:Dat$Row34                
## Dat$Column4:Dat$Row34                
## Dat$Column2:Dat$Row35                
## Dat$Column3:Dat$Row35                
## Dat$Column4:Dat$Row35                
## Dat$Column2:Dat$Row36                
## Dat$Column3:Dat$Row36                
## Dat$Column4:Dat$Row36                
## Dat$Column2:Dat$Row37                
## Dat$Column3:Dat$Row37                
## Dat$Column4:Dat$Row37                
## Dat$Column2:Dat$Row38                
## Dat$Column3:Dat$Row38                
## Dat$Column4:Dat$Row38                
## Dat$Column2:Dat$Row39                
## Dat$Column3:Dat$Row39                
## Dat$Column4:Dat$Row39                
## Dat$Column2:Dat$Row4                 
## Dat$Column3:Dat$Row4                 
## Dat$Column4:Dat$Row4                 
## Dat$Column2:Dat$Row40             *  
## Dat$Column3:Dat$Row40             .  
## Dat$Column4:Dat$Row40                
## Dat$Column2:Dat$Row41                
## Dat$Column3:Dat$Row41                
## Dat$Column4:Dat$Row41                
## Dat$Column2:Dat$Row42                
## Dat$Column3:Dat$Row42                
## Dat$Column4:Dat$Row42                
## Dat$Column2:Dat$Row43                
## Dat$Column3:Dat$Row43                
## Dat$Column4:Dat$Row43                
## Dat$Column2:Dat$Row44                
## Dat$Column3:Dat$Row44                
## Dat$Column4:Dat$Row44                
## Dat$Column2:Dat$Row45             .  
## Dat$Column3:Dat$Row45                
## Dat$Column4:Dat$Row45                
## Dat$Column2:Dat$Row46             *  
## Dat$Column3:Dat$Row46             *  
## Dat$Column4:Dat$Row46             .  
## Dat$Column2:Dat$Row47                
## Dat$Column3:Dat$Row47             *  
## Dat$Column4:Dat$Row47                
## Dat$Column2:Dat$Row48                
## Dat$Column3:Dat$Row48                
## Dat$Column4:Dat$Row48                
## Dat$Column2:Dat$Row49                
## Dat$Column3:Dat$Row49                
## Dat$Column4:Dat$Row49                
## Dat$Column2:Dat$Row5                 
## Dat$Column3:Dat$Row5              .  
## Dat$Column4:Dat$Row5                 
## Dat$Column2:Dat$Row50                
## Dat$Column3:Dat$Row50                
## Dat$Column4:Dat$Row50                
## Dat$Column2:Dat$Row6                 
## Dat$Column3:Dat$Row6                 
## Dat$Column4:Dat$Row6                 
## Dat$Column2:Dat$Row7                 
## Dat$Column3:Dat$Row7              .  
## Dat$Column4:Dat$Row7                 
## Dat$Column2:Dat$Row8                 
## Dat$Column3:Dat$Row8                 
## Dat$Column4:Dat$Row8                 
## Dat$Column2:Dat$Row9                 
## Dat$Column3:Dat$Row9                 
## Dat$Column4:Dat$Row9                 
## Dat$HeightL:Dat$Column2:Dat$Row10    
## Dat$HeightM:Dat$Column2:Dat$Row10    
## Dat$HeightL:Dat$Column3:Dat$Row10    
## Dat$HeightM:Dat$Column3:Dat$Row10    
## Dat$HeightL:Dat$Column4:Dat$Row10    
## Dat$HeightM:Dat$Column4:Dat$Row10    
## Dat$HeightL:Dat$Column2:Dat$Row11    
## Dat$HeightM:Dat$Column2:Dat$Row11    
## Dat$HeightL:Dat$Column3:Dat$Row11    
## Dat$HeightM:Dat$Column3:Dat$Row11 *  
## Dat$HeightL:Dat$Column4:Dat$Row11    
## Dat$HeightM:Dat$Column4:Dat$Row11    
## Dat$HeightL:Dat$Column2:Dat$Row12    
## Dat$HeightM:Dat$Column2:Dat$Row12    
## Dat$HeightL:Dat$Column3:Dat$Row12    
## Dat$HeightM:Dat$Column3:Dat$Row12    
## Dat$HeightL:Dat$Column4:Dat$Row12    
## Dat$HeightM:Dat$Column4:Dat$Row12    
## Dat$HeightL:Dat$Column2:Dat$Row13    
## Dat$HeightM:Dat$Column2:Dat$Row13 .  
## Dat$HeightL:Dat$Column3:Dat$Row13    
## Dat$HeightM:Dat$Column3:Dat$Row13    
## Dat$HeightL:Dat$Column4:Dat$Row13    
## Dat$HeightM:Dat$Column4:Dat$Row13    
## Dat$HeightL:Dat$Column2:Dat$Row14    
## Dat$HeightM:Dat$Column2:Dat$Row14    
## Dat$HeightL:Dat$Column3:Dat$Row14    
## Dat$HeightM:Dat$Column3:Dat$Row14    
## Dat$HeightL:Dat$Column4:Dat$Row14    
## Dat$HeightM:Dat$Column4:Dat$Row14    
## Dat$HeightL:Dat$Column2:Dat$Row15    
## Dat$HeightM:Dat$Column2:Dat$Row15    
## Dat$HeightL:Dat$Column3:Dat$Row15    
## Dat$HeightM:Dat$Column3:Dat$Row15    
## Dat$HeightL:Dat$Column4:Dat$Row15    
## Dat$HeightM:Dat$Column4:Dat$Row15    
## Dat$HeightL:Dat$Column2:Dat$Row16    
## Dat$HeightM:Dat$Column2:Dat$Row16    
## Dat$HeightL:Dat$Column3:Dat$Row16    
## Dat$HeightM:Dat$Column3:Dat$Row16    
## Dat$HeightL:Dat$Column4:Dat$Row16    
## Dat$HeightM:Dat$Column4:Dat$Row16    
## Dat$HeightL:Dat$Column2:Dat$Row17    
## Dat$HeightM:Dat$Column2:Dat$Row17    
## Dat$HeightL:Dat$Column3:Dat$Row17    
## Dat$HeightM:Dat$Column3:Dat$Row17    
## Dat$HeightL:Dat$Column4:Dat$Row17    
## Dat$HeightM:Dat$Column4:Dat$Row17    
## Dat$HeightL:Dat$Column2:Dat$Row18    
## Dat$HeightM:Dat$Column2:Dat$Row18    
## Dat$HeightL:Dat$Column3:Dat$Row18 .  
## Dat$HeightM:Dat$Column3:Dat$Row18    
## Dat$HeightL:Dat$Column4:Dat$Row18    
## Dat$HeightM:Dat$Column4:Dat$Row18    
## Dat$HeightL:Dat$Column2:Dat$Row19    
## Dat$HeightM:Dat$Column2:Dat$Row19 ** 
## Dat$HeightL:Dat$Column3:Dat$Row19    
## Dat$HeightM:Dat$Column3:Dat$Row19    
## Dat$HeightL:Dat$Column4:Dat$Row19    
## Dat$HeightM:Dat$Column4:Dat$Row19    
## Dat$HeightL:Dat$Column2:Dat$Row2     
## Dat$HeightM:Dat$Column2:Dat$Row2     
## Dat$HeightL:Dat$Column3:Dat$Row2     
## Dat$HeightM:Dat$Column3:Dat$Row2     
## Dat$HeightL:Dat$Column4:Dat$Row2     
## Dat$HeightM:Dat$Column4:Dat$Row2     
## Dat$HeightL:Dat$Column2:Dat$Row20    
## Dat$HeightM:Dat$Column2:Dat$Row20 .  
## Dat$HeightL:Dat$Column3:Dat$Row20    
## Dat$HeightM:Dat$Column3:Dat$Row20    
## Dat$HeightL:Dat$Column4:Dat$Row20    
## Dat$HeightM:Dat$Column4:Dat$Row20    
## Dat$HeightL:Dat$Column2:Dat$Row21 *  
## Dat$HeightM:Dat$Column2:Dat$Row21 *  
## Dat$HeightL:Dat$Column3:Dat$Row21    
## Dat$HeightM:Dat$Column3:Dat$Row21    
## Dat$HeightL:Dat$Column4:Dat$Row21    
## Dat$HeightM:Dat$Column4:Dat$Row21    
## Dat$HeightL:Dat$Column2:Dat$Row22 .  
## Dat$HeightM:Dat$Column2:Dat$Row22 ** 
## Dat$HeightL:Dat$Column3:Dat$Row22    
## Dat$HeightM:Dat$Column3:Dat$Row22    
## Dat$HeightL:Dat$Column4:Dat$Row22    
## Dat$HeightM:Dat$Column4:Dat$Row22    
## Dat$HeightL:Dat$Column2:Dat$Row23    
## Dat$HeightM:Dat$Column2:Dat$Row23    
## Dat$HeightL:Dat$Column3:Dat$Row23    
## Dat$HeightM:Dat$Column3:Dat$Row23    
## Dat$HeightL:Dat$Column4:Dat$Row23    
## Dat$HeightM:Dat$Column4:Dat$Row23    
## Dat$HeightL:Dat$Column2:Dat$Row24    
## Dat$HeightM:Dat$Column2:Dat$Row24    
## Dat$HeightL:Dat$Column3:Dat$Row24    
## Dat$HeightM:Dat$Column3:Dat$Row24    
## Dat$HeightL:Dat$Column4:Dat$Row24    
## Dat$HeightM:Dat$Column4:Dat$Row24    
## Dat$HeightL:Dat$Column2:Dat$Row25    
## Dat$HeightM:Dat$Column2:Dat$Row25 *  
## Dat$HeightL:Dat$Column3:Dat$Row25    
## Dat$HeightM:Dat$Column3:Dat$Row25    
## Dat$HeightL:Dat$Column4:Dat$Row25    
## Dat$HeightM:Dat$Column4:Dat$Row25    
## Dat$HeightL:Dat$Column2:Dat$Row26 .  
## Dat$HeightM:Dat$Column2:Dat$Row26    
## Dat$HeightL:Dat$Column3:Dat$Row26    
## Dat$HeightM:Dat$Column3:Dat$Row26    
## Dat$HeightL:Dat$Column4:Dat$Row26    
## Dat$HeightM:Dat$Column4:Dat$Row26    
## Dat$HeightL:Dat$Column2:Dat$Row27    
## Dat$HeightM:Dat$Column2:Dat$Row27    
## Dat$HeightL:Dat$Column3:Dat$Row27    
## Dat$HeightM:Dat$Column3:Dat$Row27    
## Dat$HeightL:Dat$Column4:Dat$Row27    
## Dat$HeightM:Dat$Column4:Dat$Row27    
## Dat$HeightL:Dat$Column2:Dat$Row28    
## Dat$HeightM:Dat$Column2:Dat$Row28 *  
## Dat$HeightL:Dat$Column3:Dat$Row28    
## Dat$HeightM:Dat$Column3:Dat$Row28    
## Dat$HeightL:Dat$Column4:Dat$Row28    
## Dat$HeightM:Dat$Column4:Dat$Row28    
## Dat$HeightL:Dat$Column2:Dat$Row29    
## Dat$HeightM:Dat$Column2:Dat$Row29    
## Dat$HeightL:Dat$Column3:Dat$Row29    
## Dat$HeightM:Dat$Column3:Dat$Row29    
## Dat$HeightL:Dat$Column4:Dat$Row29    
## Dat$HeightM:Dat$Column4:Dat$Row29    
## Dat$HeightL:Dat$Column2:Dat$Row3     
## Dat$HeightM:Dat$Column2:Dat$Row3  ***
## Dat$HeightL:Dat$Column3:Dat$Row3  .  
## Dat$HeightM:Dat$Column3:Dat$Row3  *  
## Dat$HeightL:Dat$Column4:Dat$Row3     
## Dat$HeightM:Dat$Column4:Dat$Row3     
## Dat$HeightL:Dat$Column2:Dat$Row30    
## Dat$HeightM:Dat$Column2:Dat$Row30 *  
## Dat$HeightL:Dat$Column3:Dat$Row30 .  
## Dat$HeightM:Dat$Column3:Dat$Row30 .  
## Dat$HeightL:Dat$Column4:Dat$Row30    
## Dat$HeightM:Dat$Column4:Dat$Row30    
## Dat$HeightL:Dat$Column2:Dat$Row31    
## Dat$HeightM:Dat$Column2:Dat$Row31    
## Dat$HeightL:Dat$Column3:Dat$Row31    
## Dat$HeightM:Dat$Column3:Dat$Row31    
## Dat$HeightL:Dat$Column4:Dat$Row31    
## Dat$HeightM:Dat$Column4:Dat$Row31    
## Dat$HeightL:Dat$Column2:Dat$Row32    
## Dat$HeightM:Dat$Column2:Dat$Row32    
## Dat$HeightL:Dat$Column3:Dat$Row32    
## Dat$HeightM:Dat$Column3:Dat$Row32    
## Dat$HeightL:Dat$Column4:Dat$Row32    
## Dat$HeightM:Dat$Column4:Dat$Row32    
## Dat$HeightL:Dat$Column2:Dat$Row33    
## Dat$HeightM:Dat$Column2:Dat$Row33    
## Dat$HeightL:Dat$Column3:Dat$Row33    
## Dat$HeightM:Dat$Column3:Dat$Row33    
## Dat$HeightL:Dat$Column4:Dat$Row33    
## Dat$HeightM:Dat$Column4:Dat$Row33    
## Dat$HeightL:Dat$Column2:Dat$Row34    
## Dat$HeightM:Dat$Column2:Dat$Row34    
## Dat$HeightL:Dat$Column3:Dat$Row34    
## Dat$HeightM:Dat$Column3:Dat$Row34    
## Dat$HeightL:Dat$Column4:Dat$Row34 .  
## Dat$HeightM:Dat$Column4:Dat$Row34    
## Dat$HeightL:Dat$Column2:Dat$Row35    
## Dat$HeightM:Dat$Column2:Dat$Row35    
## Dat$HeightL:Dat$Column3:Dat$Row35    
## Dat$HeightM:Dat$Column3:Dat$Row35    
## Dat$HeightL:Dat$Column4:Dat$Row35    
## Dat$HeightM:Dat$Column4:Dat$Row35    
## Dat$HeightL:Dat$Column2:Dat$Row36    
## Dat$HeightM:Dat$Column2:Dat$Row36    
## Dat$HeightL:Dat$Column3:Dat$Row36    
## Dat$HeightM:Dat$Column3:Dat$Row36    
## Dat$HeightL:Dat$Column4:Dat$Row36    
## Dat$HeightM:Dat$Column4:Dat$Row36    
## Dat$HeightL:Dat$Column2:Dat$Row37    
## Dat$HeightM:Dat$Column2:Dat$Row37    
## Dat$HeightL:Dat$Column3:Dat$Row37    
## Dat$HeightM:Dat$Column3:Dat$Row37    
## Dat$HeightL:Dat$Column4:Dat$Row37    
## Dat$HeightM:Dat$Column4:Dat$Row37    
## Dat$HeightL:Dat$Column2:Dat$Row38    
## Dat$HeightM:Dat$Column2:Dat$Row38    
## Dat$HeightL:Dat$Column3:Dat$Row38    
## Dat$HeightM:Dat$Column3:Dat$Row38    
## Dat$HeightL:Dat$Column4:Dat$Row38    
## Dat$HeightM:Dat$Column4:Dat$Row38    
## Dat$HeightL:Dat$Column2:Dat$Row39    
## Dat$HeightM:Dat$Column2:Dat$Row39    
## Dat$HeightL:Dat$Column3:Dat$Row39    
## Dat$HeightM:Dat$Column3:Dat$Row39 .  
## Dat$HeightL:Dat$Column4:Dat$Row39    
## Dat$HeightM:Dat$Column4:Dat$Row39    
## Dat$HeightL:Dat$Column2:Dat$Row4     
## Dat$HeightM:Dat$Column2:Dat$Row4     
## Dat$HeightL:Dat$Column3:Dat$Row4     
## Dat$HeightM:Dat$Column3:Dat$Row4     
## Dat$HeightL:Dat$Column4:Dat$Row4     
## Dat$HeightM:Dat$Column4:Dat$Row4     
## Dat$HeightL:Dat$Column2:Dat$Row40 *  
## Dat$HeightM:Dat$Column2:Dat$Row40 ***
## Dat$HeightL:Dat$Column3:Dat$Row40 *  
## Dat$HeightM:Dat$Column3:Dat$Row40 .  
## Dat$HeightL:Dat$Column4:Dat$Row40    
## Dat$HeightM:Dat$Column4:Dat$Row40    
## Dat$HeightL:Dat$Column2:Dat$Row41    
## Dat$HeightM:Dat$Column2:Dat$Row41    
## Dat$HeightL:Dat$Column3:Dat$Row41    
## Dat$HeightM:Dat$Column3:Dat$Row41    
## Dat$HeightL:Dat$Column4:Dat$Row41    
## Dat$HeightM:Dat$Column4:Dat$Row41    
## Dat$HeightL:Dat$Column2:Dat$Row42    
## Dat$HeightM:Dat$Column2:Dat$Row42    
## Dat$HeightL:Dat$Column3:Dat$Row42    
## Dat$HeightM:Dat$Column3:Dat$Row42    
## Dat$HeightL:Dat$Column4:Dat$Row42    
## Dat$HeightM:Dat$Column4:Dat$Row42    
## Dat$HeightL:Dat$Column2:Dat$Row43    
## Dat$HeightM:Dat$Column2:Dat$Row43    
## Dat$HeightL:Dat$Column3:Dat$Row43    
## Dat$HeightM:Dat$Column3:Dat$Row43    
## Dat$HeightL:Dat$Column4:Dat$Row43    
## Dat$HeightM:Dat$Column4:Dat$Row43    
## Dat$HeightL:Dat$Column2:Dat$Row44 .  
## Dat$HeightM:Dat$Column2:Dat$Row44    
## Dat$HeightL:Dat$Column3:Dat$Row44 .  
## Dat$HeightM:Dat$Column3:Dat$Row44    
## Dat$HeightL:Dat$Column4:Dat$Row44    
## Dat$HeightM:Dat$Column4:Dat$Row44    
## Dat$HeightL:Dat$Column2:Dat$Row45    
## Dat$HeightM:Dat$Column2:Dat$Row45 *  
## Dat$HeightL:Dat$Column3:Dat$Row45    
## Dat$HeightM:Dat$Column3:Dat$Row45    
## Dat$HeightL:Dat$Column4:Dat$Row45    
## Dat$HeightM:Dat$Column4:Dat$Row45 *  
## Dat$HeightL:Dat$Column2:Dat$Row46 .  
## Dat$HeightM:Dat$Column2:Dat$Row46 ** 
## Dat$HeightL:Dat$Column3:Dat$Row46 *  
## Dat$HeightM:Dat$Column3:Dat$Row46 *  
## Dat$HeightL:Dat$Column4:Dat$Row46 *  
## Dat$HeightM:Dat$Column4:Dat$Row46 *  
## Dat$HeightL:Dat$Column2:Dat$Row47 .  
## Dat$HeightM:Dat$Column2:Dat$Row47 *  
## Dat$HeightL:Dat$Column3:Dat$Row47    
## Dat$HeightM:Dat$Column3:Dat$Row47 ** 
## Dat$HeightL:Dat$Column4:Dat$Row47    
## Dat$HeightM:Dat$Column4:Dat$Row47    
## Dat$HeightL:Dat$Column2:Dat$Row48    
## Dat$HeightM:Dat$Column2:Dat$Row48    
## Dat$HeightL:Dat$Column3:Dat$Row48    
## Dat$HeightM:Dat$Column3:Dat$Row48    
## Dat$HeightL:Dat$Column4:Dat$Row48    
## Dat$HeightM:Dat$Column4:Dat$Row48    
## Dat$HeightL:Dat$Column2:Dat$Row49    
## Dat$HeightM:Dat$Column2:Dat$Row49    
## Dat$HeightL:Dat$Column3:Dat$Row49    
## Dat$HeightM:Dat$Column3:Dat$Row49    
## Dat$HeightL:Dat$Column4:Dat$Row49    
## Dat$HeightM:Dat$Column4:Dat$Row49    
## Dat$HeightL:Dat$Column2:Dat$Row5     
## Dat$HeightM:Dat$Column2:Dat$Row5     
## Dat$HeightL:Dat$Column3:Dat$Row5  .  
## Dat$HeightM:Dat$Column3:Dat$Row5     
## Dat$HeightL:Dat$Column4:Dat$Row5     
## Dat$HeightM:Dat$Column4:Dat$Row5     
## Dat$HeightL:Dat$Column2:Dat$Row50    
## Dat$HeightM:Dat$Column2:Dat$Row50 *  
## Dat$HeightL:Dat$Column3:Dat$Row50    
## Dat$HeightM:Dat$Column3:Dat$Row50    
## Dat$HeightL:Dat$Column4:Dat$Row50    
## Dat$HeightM:Dat$Column4:Dat$Row50    
## Dat$HeightL:Dat$Column2:Dat$Row6     
## Dat$HeightM:Dat$Column2:Dat$Row6  .  
## Dat$HeightL:Dat$Column3:Dat$Row6  .  
## Dat$HeightM:Dat$Column3:Dat$Row6     
## Dat$HeightL:Dat$Column4:Dat$Row6     
## Dat$HeightM:Dat$Column4:Dat$Row6     
## Dat$HeightL:Dat$Column2:Dat$Row7     
## Dat$HeightM:Dat$Column2:Dat$Row7  *  
## Dat$HeightL:Dat$Column3:Dat$Row7  *  
## Dat$HeightM:Dat$Column3:Dat$Row7     
## Dat$HeightL:Dat$Column4:Dat$Row7     
## Dat$HeightM:Dat$Column4:Dat$Row7     
## Dat$HeightL:Dat$Column2:Dat$Row8  .  
## Dat$HeightM:Dat$Column2:Dat$Row8     
## Dat$HeightL:Dat$Column3:Dat$Row8     
## Dat$HeightM:Dat$Column3:Dat$Row8     
## Dat$HeightL:Dat$Column4:Dat$Row8     
## Dat$HeightM:Dat$Column4:Dat$Row8     
## Dat$HeightL:Dat$Column2:Dat$Row9     
## Dat$HeightM:Dat$Column2:Dat$Row9     
## Dat$HeightL:Dat$Column3:Dat$Row9     
## Dat$HeightM:Dat$Column3:Dat$Row9     
## Dat$HeightL:Dat$Column4:Dat$Row9     
## Dat$HeightM:Dat$Column4:Dat$Row9     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 7.978 on 1313 degrees of freedom
## Multiple R-squared:  0.2983, Adjusted R-squared:  0.04387 
## F-statistic: 1.172 on 476 and 1313 DF,  p-value: 0.0162

Comparison Heatmaps

Looking at controlled data

Anthocyanin Comparisons

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Chlorophyll Comparisons

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Flavonol Comparisons

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Nitrogen Comparisons

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Correlations Between Measures

Comparing correlations between the 4 dualex measures

## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

## Analysis of Variance Table
## 
## Response: Anth5
##                   Df  Sum Sq Mean Sq  F value    Pr(>F)    
## Chl5               1 0.32495 0.32495 225.0996 < 2.2e-16 ***
## Flav5              1 0.06820 0.06820  47.2416 8.648e-12 ***
## NBI5               1 0.02278 0.02278  15.7770 7.410e-05 ***
## Chl5:Flav5         1 0.00951 0.00951   6.5852   0.01036 *  
## Chl5:NBI5          1 0.02430 0.02430  16.8357 4.260e-05 ***
## Flav5:NBI5         1 0.00218 0.00218   1.5087   0.21950    
## Chl5:Flav5:NBI5    1 0.00016 0.00016   0.1093   0.74100    
## Residuals       1782 2.57247 0.00144                       
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Analysis of Variance Table
## 
## Response: Chl5
##                    Df Sum Sq Mean Sq    F value Pr(>F)    
## Anth5               1  41543   41543 2.5419e+04 <2e-16 ***
## Flav5               1    202     202 1.2366e+02 <2e-16 ***
## NBI5                1 335250  335250 2.0513e+05 <2e-16 ***
## Anth5:Flav5         1    494     494 3.0218e+02 <2e-16 ***
## Anth5:NBI5          1    167     167 1.0217e+02 <2e-16 ***
## Flav5:NBI5          1   6102    6102 3.7336e+03 <2e-16 ***
## Anth5:Flav5:NBI5    1      0       0 1.5590e-01  0.693    
## Residuals        1782   2912       2                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Analysis of Variance Table
## 
## Response: Flav5
##                   Df Sum Sq Mean Sq   F value    Pr(>F)    
## Anth5              1  3.055   3.055  265.2320 < 2.2e-16 ***
## Chl5               1  0.056   0.056    4.8612   0.02759 *  
## NBI5               1 74.121  74.121 6435.9193 < 2.2e-16 ***
## Anth5:Chl5         1  0.522   0.522   45.3622 2.203e-11 ***
## Anth5:NBI5         1  0.178   0.178   15.4884 8.620e-05 ***
## Chl5:NBI5          1  0.204   0.204   17.7366 2.664e-05 ***
## Anth5:Chl5:NBI5    1  0.000   0.000    0.0127   0.91035    
## Residuals       1782 20.523   0.012                        
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Analysis of Variance Table
## 
## Response: NBI5
##                    Df Sum Sq Mean Sq    F value Pr(>F)    
## Anth5               1  13748   13748 2.0883e+04 <2e-16 ***
## Chl5                1  93493   93493 1.4201e+05 <2e-16 ***
## Flav5               1   9187    9187 1.3954e+04 <2e-16 ***
## Anth5:Chl5          1     49      49 7.4257e+01 <2e-16 ***
## Anth5:Flav5         1    103     103 1.5674e+02 <2e-16 ***
## Chl5:Flav5          1   1331    1331 2.0210e+03 <2e-16 ***
## Anth5:Chl5:Flav5    1      0       0 2.4100e-02 0.8768    
## Residuals        1782   1173       1                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Flowering

## Analysis of Variance Table
## 
## Response: Dat$Anth5
##              Df  Sum Sq    Mean Sq F value Pr(>F)
## Dat$Flower    1 0.00036 0.00036392  0.2152 0.6428
## Residuals  1788 3.02417 0.00169137
## 
## Call:
## lm(formula = Dat$Anth5 ~ Dat$Flower)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.105618 -0.028027 -0.000984  0.025667  0.201307 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.0002807  0.0011451  -0.245    0.806
## Dat$FlowerY  0.0010050  0.0021665   0.464    0.643
## 
## Residual standard error: 0.04113 on 1788 degrees of freedom
## Multiple R-squared:  0.0001203,  Adjusted R-squared:  -0.0004389 
## F-statistic: 0.2152 on 1 and 1788 DF,  p-value: 0.6428
## Analysis of Variance Table
## 
## Response: Dat$Chl5
##              Df Sum Sq Mean Sq F value Pr(>F)
## Dat$Flower    1     19  18.847  0.0872 0.7679
## Residuals  1788 386652 216.248
## 
## Call:
## lm(formula = Dat$Chl5 ~ Dat$Flower)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -41.009 -10.634   1.455  11.317  31.370 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.06388    0.40943  -0.156    0.876
## Dat$FlowerY  0.22870    0.77468   0.295    0.768
## 
## Residual standard error: 14.71 on 1788 degrees of freedom
## Multiple R-squared:  4.874e-05,  Adjusted R-squared:  -0.0005105 
## F-statistic: 0.08716 on 1 and 1788 DF,  p-value: 0.7679
## Analysis of Variance Table
## 
## Response: Dat$Flav5
##              Df Sum Sq  Mean Sq F value  Pr(>F)  
## Dat$Flower    1  0.245 0.244694  4.4456 0.03513 *
## Residuals  1788 98.414 0.055042                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = Dat$Flav5 ~ Dat$Flower)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.86910 -0.14463  0.01577  0.15365  0.80773 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)  
## (Intercept) -0.007279   0.006532  -1.114   0.2653  
## Dat$FlowerY  0.026059   0.012359   2.108   0.0351 *
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2346 on 1788 degrees of freedom
## Multiple R-squared:  0.00248,    Adjusted R-squared:  0.001922 
## F-statistic: 4.446 on 1 and 1788 DF,  p-value: 0.03513
## Analysis of Variance Table
## 
## Response: Dat$NBI5
##              Df Sum Sq Mean Sq F value Pr(>F)
## Dat$Flower    1     13  13.012  0.1954 0.6585
## Residuals  1788 119071  66.595
## 
## Call:
## lm(formula = Dat$NBI5 ~ Dat$Flower)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -20.4419  -5.8719   0.2175   5.8066  28.8506 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept)  0.05308    0.22721   0.234    0.815
## Dat$FlowerY -0.19003    0.42990  -0.442    0.659
## 
## Residual standard error: 8.161 on 1788 degrees of freedom
## Multiple R-squared:  0.0001093,  Adjusted R-squared:  -0.00045 
## F-statistic: 0.1954 on 1 and 1788 DF,  p-value: 0.6585

Environment and Height